This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.
  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.7833333

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.15 while 0.85 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_yellow

14

45

1

0.128

0.100

0.021

0.386

1.015

0.098

0.284

NSEO

p_pelagic

4

1

1

0.530

0.544

0.174

0.841

1.010

0.177

-0.079

PWSO

p_pelagic

4

1

2

0.510

0.515

0.168

0.823

1.011

0.176

-0.028

PWSO

p_pelagic

4

10

1

0.528

0.535

0.178

0.834

1.013

0.174

-0.040

PWSO

p_pelagic

4

11

2

0.512

0.520

0.166

0.819

1.013

0.176

-0.045

PWSO

p_pelagic

4

12

1

0.529

0.539

0.182

0.836

1.010

0.174

-0.057

PWSO

p_pelagic

4

14

2

0.517

0.520

0.176

0.823

1.013

0.174

-0.017

PWSO

p_pelagic

4

2

1

0.527

0.536

0.180

0.833

1.011

0.175

-0.051

PWSO

p_pelagic

4

2

2

0.514

0.520

0.166

0.830

1.015

0.179

-0.034

PWSO

p_pelagic

4

3

2

0.511

0.515

0.165

0.824

1.011

0.175

-0.023

PWSO

p_pelagic

4

7

1

0.531

0.541

0.177

0.840

1.013

0.173

-0.058

PWSO

p_pelagic

4

8

2

0.512

0.517

0.157

0.829

1.015

0.178

-0.028

PWSO

p_pelagic

4

9

1

0.528

0.538

0.174

0.836

1.010

0.174

-0.057

PWSO

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

beta2_pH

11

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

CSEO

beta3_pH

11

3

40.019

40.192

35.269

41.937

1.209

1.616

-0.107

CSEO

beta2_pH

12

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

EWYKT

beta2_pH

13

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

NSEI

beta2_pH

14

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

NSEO

beta2_pH

15

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

SSEI

beta2_pH

16

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

SSEO

mu_beta1_pH

2

3

4.605

3.868

0.694

13.921

1.104

4.699

0.157

NG

mu_beta2_pH

3

3

-7.920

-6.130

-20.942

-1.437

1.270

5.732

-0.312

PWSI

beta4_yellow

5

-0.149

0.849

-8.256

6.943

1.254

13.609

-0.073

BSAI

beta2_pH

6

1

0.450

0.237

0.098

2.424

1.112

1.183

0.180

SOKO2SAP

beta4_yellow

6

-0.146

0.879

-7.854

7.477

1.274

13.880

-0.074

SOKO2SAP

beta4_yellow

7

1.319

0.951

-7.963

8.619

1.237

11.186

0.033

WKMA

beta4_yellow

9

-0.009

0.923

-8.298

7.822

1.249

13.907

-0.067

eastside

lambda_H

11

0.271

0.129

0.012

1.201

1.120

0.576

0.247

CSEO

lambda_H

15

0.029

0.017

0.003

0.100

1.281

0.184

0.065

SSEI

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

193.00

207.00

745.00

304.00

Prop. of total

0.48

0.52

0.71

0.29

Prop. median less than 1

0.58

0.27

0.42

0.60

Prop. median less than 10

0.82

0.54

0.67

0.81

Prop. median less than 50

0.95

0.81

0.82

0.90

Median of the median values

0.60

7.96

2.31

0.44

Mean of the median values

20.54

93.73

47.46

51.59

Mean skew of posteriors

0.29

0.29

0.27

0.24

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

2.00

2.00

51.00

34.00

Prop. of total

0.50

0.50

0.60

0.40

Prop. median less than 1

1.00

1.00

0.80

0.82

Prop. median less than 10

1.00

1.00

0.88

0.94

Prop. median less than 50

1.00

1.00

0.96

1.00

Median of the median values

0.03

0.11

0.01

0.15

Mean of the median values

0.03

0.11

5.02

1.22

Mean skew of posteriors

0.31

0.21

0.15

0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta2_pH

7

beta3_pH

1

beta4_yellow

4

Ho_ayg

1

Ho_ayu

1

lambda_H

2

mu_beta2_pH

1

p_dsr

2

R_ayg

2

R_ayu

2

Rb_ayg

2

Rd_ayu

1

Ro_ay

16

Ro_ayg

6

Ro_ayu

38

Rp_ayg

2

Rs_ayu

5

Ry_ay

12

Ry_ayg

5

Ry_ayu

23

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.092 0.080 -0.235 -0.098 0.082
mu_bc_H[2] -0.061 0.052 -0.152 -0.066 0.053
mu_bc_H[3] -0.420 0.067 -0.551 -0.421 -0.283
mu_bc_H[4] -0.982 0.189 -1.355 -0.976 -0.602
mu_bc_H[5] 0.655 0.653 -0.187 0.541 2.192
mu_bc_H[6] -2.260 0.301 -2.841 -2.262 -1.651
mu_bc_H[7] -0.471 0.110 -0.690 -0.468 -0.260
mu_bc_H[8] 0.225 0.374 -0.396 0.188 1.045
mu_bc_H[9] -0.294 0.136 -0.549 -0.299 -0.021
mu_bc_H[10] -0.085 0.070 -0.213 -0.088 0.062
mu_bc_H[11] -0.141 0.037 -0.214 -0.142 -0.064
mu_bc_H[12] -0.266 0.101 -0.484 -0.263 -0.069
mu_bc_H[13] -0.112 0.075 -0.255 -0.113 0.043
mu_bc_H[14] -0.290 0.092 -0.480 -0.287 -0.112
mu_bc_H[15] -0.339 0.049 -0.432 -0.341 -0.240
mu_bc_H[16] -0.369 0.379 -1.022 -0.393 0.470
mu_bc_R[1] 1.235 0.113 1.013 1.234 1.454
mu_bc_R[2] 1.359 0.087 1.174 1.363 1.514
mu_bc_R[3] 1.235 0.091 1.055 1.234 1.414
mu_bc_R[4] 0.883 0.185 0.487 0.896 1.213
mu_bc_R[5] 1.328 0.357 0.631 1.327 2.035
mu_bc_R[6] -1.342 0.333 -1.979 -1.341 -0.667
mu_bc_R[7] 0.538 0.182 0.177 0.542 0.895
mu_bc_R[8] 0.612 0.151 0.325 0.608 0.908
mu_bc_R[9] 0.302 0.197 -0.125 0.315 0.655
mu_bc_R[10] 1.176 0.114 0.947 1.177 1.386
mu_bc_R[11] 1.151 0.068 1.016 1.152 1.287
mu_bc_R[12] 0.870 0.168 0.541 0.872 1.193
mu_bc_R[13] 0.920 0.082 0.754 0.920 1.077
mu_bc_R[14] 0.909 0.126 0.653 0.912 1.146
mu_bc_R[15] 0.714 0.086 0.540 0.714 0.884
mu_bc_R[16] 1.168 0.100 0.966 1.167 1.362
tau_pH[1] 6.410 0.550 5.392 6.385 7.542
tau_pH[2] 1.855 0.214 1.458 1.843 2.309
tau_pH[3] 2.233 0.238 1.808 2.221 2.714
beta0_pH[1,1] 0.525 0.173 0.168 0.532 0.843
beta0_pH[2,1] 1.461 0.147 1.167 1.462 1.739
beta0_pH[3,1] 1.416 0.177 1.029 1.433 1.730
beta0_pH[4,1] 1.562 0.202 1.103 1.577 1.919
beta0_pH[5,1] -0.946 0.258 -1.466 -0.923 -0.508
beta0_pH[6,1] -0.697 0.483 -1.963 -0.585 -0.078
beta0_pH[7,1] 0.739 0.086 0.571 0.740 0.900
beta0_pH[8,1] -0.776 0.348 -1.711 -0.714 -0.273
beta0_pH[9,1] -0.662 0.266 -1.212 -0.644 -0.199
beta0_pH[10,1] 0.342 0.153 0.034 0.345 0.625
beta0_pH[11,1] -0.114 0.159 -0.447 -0.107 0.186
beta0_pH[12,1] 0.505 0.162 0.170 0.510 0.811
beta0_pH[13,1] 0.001 0.127 -0.247 0.001 0.250
beta0_pH[14,1] -0.261 0.148 -0.551 -0.259 0.020
beta0_pH[15,1] -0.046 0.148 -0.350 -0.041 0.233
beta0_pH[16,1] -0.254 0.172 -0.622 -0.242 0.056
beta0_pH[1,2] 2.593 0.214 2.163 2.597 3.004
beta0_pH[2,2] 2.867 0.160 2.556 2.866 3.186
beta0_pH[3,2] 3.393 0.187 3.035 3.392 3.769
beta0_pH[4,2] 3.085 0.163 2.768 3.084 3.412
beta0_pH[5,2] 4.417 1.316 2.653 4.166 7.750
beta0_pH[6,2] 3.291 0.246 2.820 3.292 3.788
beta0_pH[7,2] 1.910 0.236 1.449 1.912 2.365
beta0_pH[8,2] 2.827 0.212 2.421 2.830 3.251
beta0_pH[9,2] 3.884 0.278 3.363 3.879 4.444
beta0_pH[10,2] 3.789 0.236 3.317 3.788 4.261
beta0_pH[11,2] 1.865 0.164 1.549 1.865 2.182
beta0_pH[12,2] 1.628 0.197 1.234 1.628 2.033
beta0_pH[13,2] 2.348 0.202 1.940 2.348 2.740
beta0_pH[14,2] 1.628 0.178 1.295 1.624 1.977
beta0_pH[15,2] 2.391 0.195 2.010 2.392 2.781
beta0_pH[16,2] 2.521 0.211 2.124 2.517 2.928
beta0_pH[1,3] 0.377 0.603 -1.025 0.458 1.293
beta0_pH[2,3] 2.072 0.180 1.721 2.075 2.415
beta0_pH[3,3] 2.675 0.161 2.363 2.677 2.984
beta0_pH[4,3] 3.002 0.180 2.643 3.001 3.351
beta0_pH[5,3] 3.069 1.721 0.789 2.710 7.354
beta0_pH[6,3] 1.188 0.385 0.480 1.167 1.986
beta0_pH[7,3] 0.568 0.196 0.191 0.563 0.965
beta0_pH[8,3] 0.275 0.195 -0.108 0.277 0.662
beta0_pH[9,3] -1.678 0.946 -3.524 -1.696 -0.223
beta0_pH[10,3] -0.340 0.670 -1.735 -0.318 0.847
beta0_pH[11,3] 1.139 0.420 0.365 1.128 2.124
beta0_pH[12,3] 0.814 0.427 -0.066 0.851 1.525
beta0_pH[13,3] 1.070 0.429 0.109 1.153 1.683
beta0_pH[14,3] 0.652 0.458 -0.372 0.683 1.431
beta0_pH[15,3] 0.919 0.377 0.049 1.013 1.445
beta0_pH[16,3] 1.021 0.358 0.214 1.097 1.530
beta1_pH[1,1] 3.287 0.751 2.336 3.121 5.421
beta1_pH[2,1] 1.742 0.232 1.331 1.731 2.231
beta1_pH[3,1] 1.868 0.344 1.362 1.821 2.697
beta1_pH[4,1] 2.143 0.394 1.571 2.082 3.168
beta1_pH[5,1] 2.263 0.300 1.749 2.247 2.922
beta1_pH[6,1] 2.789 0.995 1.434 2.554 5.298
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 3.031 0.887 1.832 2.786 5.120
beta1_pH[9,1] 2.271 0.417 1.639 2.217 3.166
beta1_pH[10,1] 2.146 0.237 1.701 2.134 2.655
beta1_pH[11,1] 3.347 0.214 2.951 3.344 3.796
beta1_pH[12,1] 2.874 0.198 2.481 2.873 3.259
beta1_pH[13,1] 2.706 0.191 2.337 2.705 3.094
beta1_pH[14,1] 3.347 0.209 2.962 3.341 3.768
beta1_pH[15,1] 2.640 0.204 2.258 2.634 3.057
beta1_pH[16,1] 3.064 0.224 2.662 3.048 3.537
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 3.020 1.492 1.188 2.545 6.560
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.529 0.688 2.253 3.501 4.942
beta1_pH[9,3] 3.881 1.083 2.207 3.814 6.097
beta1_pH[10,3] 5.240 1.956 2.666 4.856 10.273
beta1_pH[11,3] 1.462 0.493 0.101 1.497 2.333
beta1_pH[12,3] 2.472 0.485 1.594 2.441 3.459
beta1_pH[13,3] 0.492 0.465 0.000 0.384 1.526
beta1_pH[14,3] 1.590 0.518 0.653 1.560 2.718
beta1_pH[15,3] 0.397 0.403 0.000 0.272 1.353
beta1_pH[16,3] 0.374 0.386 0.000 0.247 1.260
beta2_pH[1,1] 0.436 0.156 0.218 0.413 0.780
beta2_pH[2,1] 0.908 0.518 0.340 0.771 2.326
beta2_pH[3,1] 0.893 0.762 0.221 0.688 2.789
beta2_pH[4,1] 0.616 0.382 0.217 0.536 1.507
beta2_pH[5,1] 3.053 2.280 0.537 2.429 9.279
beta2_pH[6,1] 0.450 1.183 0.098 0.237 2.424
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.255 0.102 0.111 0.239 0.478
beta2_pH[9,1] 0.486 0.230 0.201 0.434 1.101
beta2_pH[10,1] 0.739 0.305 0.359 0.665 1.608
beta2_pH[11,1] 0.752 0.167 0.484 0.732 1.132
beta2_pH[12,1] 1.150 0.358 0.706 1.081 2.064
beta2_pH[13,1] 0.846 0.206 0.528 0.817 1.344
beta2_pH[14,1] 0.835 0.174 0.548 0.818 1.230
beta2_pH[15,1] 0.775 0.233 0.431 0.749 1.288
beta2_pH[16,1] 0.775 0.201 0.449 0.754 1.244
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 3.988 5.873 0.130 0.675 20.266
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 6.021 3.585 1.153 5.381 14.351
beta2_pH[9,3] 2.842 4.284 0.234 0.574 14.881
beta2_pH[10,3] 1.767 3.651 0.173 0.421 13.652
beta2_pH[11,3] -7.920 5.732 -20.942 -6.130 -1.437
beta2_pH[12,3] -7.920 5.732 -20.942 -6.130 -1.437
beta2_pH[13,3] -7.920 5.732 -20.942 -6.130 -1.437
beta2_pH[14,3] -7.920 5.732 -20.942 -6.130 -1.437
beta2_pH[15,3] -7.920 5.732 -20.942 -6.130 -1.437
beta2_pH[16,3] -7.920 5.732 -20.942 -6.130 -1.437
beta3_pH[1,1] 36.317 1.409 34.262 36.067 40.037
beta3_pH[2,1] 32.717 0.862 31.018 32.708 34.466
beta3_pH[3,1] 33.258 1.002 31.449 33.204 35.441
beta3_pH[4,1] 33.072 1.184 30.996 32.982 35.656
beta3_pH[5,1] 27.261 0.443 26.450 27.240 28.054
beta3_pH[6,1] 34.720 2.880 29.366 34.370 40.864
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 36.791 2.632 31.716 36.869 41.448
beta3_pH[9,1] 30.329 1.561 27.737 30.188 33.739
beta3_pH[10,1] 32.665 0.837 31.131 32.627 34.389
beta3_pH[11,1] 30.446 0.449 29.548 30.441 31.361
beta3_pH[12,1] 30.463 0.350 29.734 30.460 31.127
beta3_pH[13,1] 32.794 0.509 31.838 32.785 33.835
beta3_pH[14,1] 32.095 0.429 31.284 32.092 32.940
beta3_pH[15,1] 31.367 0.590 30.210 31.361 32.553
beta3_pH[16,1] 30.785 0.495 29.804 30.806 31.753
beta3_pH[1,2] 33.550 4.905 25.399 33.490 41.541
beta3_pH[2,2] 33.571 4.898 25.392 33.649 41.561
beta3_pH[3,2] 30.000 6.941 18.580 29.969 41.364
beta3_pH[4,2] 29.639 6.990 18.498 29.609 41.365
beta3_pH[5,2] 29.742 6.914 18.637 29.488 41.275
beta3_pH[6,2] 30.074 6.927 18.536 30.285 41.318
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 37.255 2.726 32.328 37.237 41.607
beta3_pH[2,3] 33.442 4.896 25.463 33.365 41.503
beta3_pH[3,3] 30.027 6.984 18.555 30.191 41.521
beta3_pH[4,3] 29.812 6.932 18.583 29.566 41.434
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.557 0.287 41.088 41.581 41.947
beta3_pH[9,3] 31.699 1.789 28.342 31.776 34.122
beta3_pH[10,3] 36.241 1.767 33.223 36.043 40.771
beta3_pH[11,3] 40.019 1.616 35.269 40.192 41.937
beta3_pH[12,3] 40.924 0.589 39.683 41.006 41.893
beta3_pH[13,3] 39.921 3.344 30.307 41.190 42.906
beta3_pH[14,3] 40.478 0.875 38.926 40.512 41.842
beta3_pH[15,3] 39.535 3.358 30.207 40.766 42.865
beta3_pH[16,3] 39.103 3.592 29.820 40.407 42.860
beta4_pH[1,1,1] 0.686 0.282 0.305 0.630 1.278
beta4_pH[2,1,1] 0.859 0.212 0.547 0.827 1.260
beta4_pH[3,1,1] 0.907 0.269 0.514 0.870 1.469
beta4_pH[4,1,1] 0.806 0.271 0.428 0.760 1.348
beta4_pH[5,1,1] 0.654 0.533 0.084 0.486 1.969
beta4_pH[6,1,1] 1.985 1.732 0.233 1.408 6.747
beta4_pH[7,1,1] 1.082 0.611 0.347 0.929 2.478
beta4_pH[8,1,1] 0.757 0.433 0.227 0.662 1.739
beta4_pH[9,1,1] 0.931 0.539 0.273 0.791 2.188
beta4_pH[10,1,1] 0.720 0.280 0.344 0.668 1.290
beta4_pH[11,1,1] 0.691 0.248 0.355 0.643 1.199
beta4_pH[12,1,1] 0.923 0.382 0.435 0.835 1.730
beta4_pH[13,1,1] 0.738 0.264 0.380 0.692 1.283
beta4_pH[14,1,1] 1.027 0.334 0.564 0.970 1.701
beta4_pH[15,1,1] 0.915 0.266 0.538 0.880 1.440
beta4_pH[16,1,1] 0.893 0.363 0.417 0.815 1.642
beta4_pH[1,2,1] 0.688 0.283 0.307 0.636 1.284
beta4_pH[2,2,1] 0.853 0.211 0.542 0.828 1.254
beta4_pH[3,2,1] 0.910 0.275 0.519 0.870 1.473
beta4_pH[4,2,1] 0.804 0.272 0.428 0.760 1.345
beta4_pH[5,2,1] 0.658 0.541 0.084 0.480 1.989
beta4_pH[6,2,1] 2.034 1.761 0.229 1.453 6.693
beta4_pH[7,2,1] 1.104 0.613 0.350 0.953 2.506
beta4_pH[8,2,1] 0.772 0.435 0.224 0.673 1.726
beta4_pH[9,2,1] 0.907 0.533 0.272 0.769 2.160
beta4_pH[10,2,1] 0.733 0.279 0.343 0.684 1.289
beta4_pH[11,2,1] 0.690 0.249 0.352 0.649 1.196
beta4_pH[12,2,1] 0.944 0.383 0.439 0.870 1.740
beta4_pH[13,2,1] 0.751 0.271 0.378 0.705 1.288
beta4_pH[14,2,1] 1.024 0.332 0.562 0.968 1.702
beta4_pH[15,2,1] 0.922 0.266 0.539 0.886 1.440
beta4_pH[16,2,1] 0.898 0.360 0.420 0.823 1.658
beta4_pH[1,3,1] 0.683 0.279 0.307 0.630 1.274
beta4_pH[2,3,1] 0.847 0.214 0.545 0.819 1.262
beta4_pH[3,3,1] 0.908 0.269 0.511 0.863 1.474
beta4_pH[4,3,1] 0.815 0.269 0.429 0.775 1.343
beta4_pH[5,3,1] 0.656 0.548 0.085 0.478 1.981
beta4_pH[6,3,1] 1.884 1.709 0.229 1.315 6.693
beta4_pH[7,3,1] 1.108 0.611 0.346 0.962 2.477
beta4_pH[8,3,1] 0.763 0.430 0.226 0.664 1.726
beta4_pH[9,3,1] 0.927 0.543 0.271 0.784 2.189
beta4_pH[10,3,1] 0.731 0.277 0.345 0.686 1.296
beta4_pH[11,3,1] 0.687 0.248 0.351 0.646 1.181
beta4_pH[12,3,1] 0.928 0.391 0.434 0.826 1.728
beta4_pH[13,3,1] 0.740 0.268 0.378 0.688 1.281
beta4_pH[14,3,1] 1.037 0.345 0.561 0.976 1.716
beta4_pH[15,3,1] 0.912 0.264 0.538 0.874 1.439
beta4_pH[16,3,1] 0.901 0.362 0.423 0.824 1.653
beta4_pH[1,4,1] 0.695 0.282 0.308 0.650 1.290
beta4_pH[2,4,1] 0.845 0.212 0.543 0.812 1.256
beta4_pH[3,4,1] 0.908 0.276 0.512 0.867 1.473
beta4_pH[4,4,1] 0.803 0.270 0.432 0.761 1.347
beta4_pH[5,4,1] 0.663 0.556 0.085 0.474 2.017
beta4_pH[6,4,1] 1.897 1.703 0.233 1.345 6.529
beta4_pH[7,4,1] 1.098 0.612 0.353 0.948 2.474
beta4_pH[8,4,1] 0.750 0.433 0.226 0.645 1.741
beta4_pH[9,4,1] 0.921 0.536 0.276 0.786 2.172
beta4_pH[10,4,1] 0.727 0.281 0.343 0.684 1.292
beta4_pH[11,4,1] 0.695 0.248 0.354 0.655 1.190
beta4_pH[12,4,1] 0.926 0.375 0.435 0.842 1.714
beta4_pH[13,4,1] 0.740 0.265 0.383 0.691 1.296
beta4_pH[14,4,1] 1.025 0.336 0.558 0.969 1.700
beta4_pH[15,4,1] 0.918 0.265 0.539 0.879 1.429
beta4_pH[16,4,1] 0.895 0.360 0.416 0.822 1.644
beta4_pH[1,5,1] 0.687 0.280 0.304 0.644 1.271
beta4_pH[2,5,1] 0.848 0.215 0.542 0.819 1.257
beta4_pH[3,5,1] 0.915 0.277 0.515 0.872 1.471
beta4_pH[4,5,1] 0.808 0.271 0.431 0.770 1.348
beta4_pH[5,5,1] 0.665 0.546 0.083 0.490 1.992
beta4_pH[6,5,1] 1.925 1.722 0.240 1.372 6.664
beta4_pH[7,5,1] 1.108 0.617 0.345 0.961 2.491
beta4_pH[8,5,1] 0.766 0.430 0.224 0.675 1.712
beta4_pH[9,5,1] 0.923 0.538 0.276 0.781 2.171
beta4_pH[10,5,1] 0.722 0.274 0.346 0.679 1.278
beta4_pH[11,5,1] 0.694 0.247 0.352 0.652 1.194
beta4_pH[12,5,1] 0.919 0.374 0.437 0.843 1.729
beta4_pH[13,5,1] 0.758 0.272 0.378 0.715 1.302
beta4_pH[14,5,1] 1.028 0.334 0.564 0.974 1.700
beta4_pH[15,5,1] 0.912 0.265 0.538 0.870 1.436
beta4_pH[16,5,1] 0.901 0.361 0.420 0.827 1.662
beta4_pH[1,6,1] 0.689 0.284 0.305 0.640 1.273
beta4_pH[2,6,1] 0.847 0.215 0.542 0.815 1.266
beta4_pH[3,6,1] 0.910 0.273 0.516 0.866 1.471
beta4_pH[4,6,1] 0.806 0.272 0.430 0.763 1.350
beta4_pH[5,6,1] 0.672 0.548 0.085 0.499 1.994
beta4_pH[6,6,1] 1.961 1.742 0.234 1.363 6.714
beta4_pH[7,6,1] 1.104 0.614 0.349 0.946 2.483
beta4_pH[8,6,1] 0.757 0.429 0.227 0.661 1.716
beta4_pH[9,6,1] 0.913 0.530 0.272 0.779 2.140
beta4_pH[10,6,1] 0.729 0.281 0.345 0.680 1.301
beta4_pH[11,6,1] 0.681 0.245 0.349 0.635 1.181
beta4_pH[12,6,1] 0.924 0.383 0.436 0.826 1.732
beta4_pH[13,6,1] 0.760 0.272 0.380 0.717 1.300
beta4_pH[14,6,1] 1.028 0.337 0.565 0.967 1.705
beta4_pH[15,6,1] 0.917 0.266 0.539 0.875 1.439
beta4_pH[16,6,1] 0.891 0.359 0.418 0.815 1.654
beta4_pH[1,7,1] 0.682 0.277 0.307 0.638 1.252
beta4_pH[2,7,1] 0.854 0.214 0.544 0.823 1.266
beta4_pH[3,7,1] 0.900 0.270 0.515 0.855 1.457
beta4_pH[4,7,1] 0.818 0.271 0.429 0.779 1.347
beta4_pH[5,7,1] 0.668 0.546 0.085 0.491 2.004
beta4_pH[6,7,1] 1.918 1.725 0.236 1.338 6.617
beta4_pH[7,7,1] 1.114 0.607 0.347 0.972 2.438
beta4_pH[8,7,1] 0.768 0.436 0.226 0.663 1.746
beta4_pH[9,7,1] 0.935 0.548 0.278 0.784 2.181
beta4_pH[10,7,1] 0.720 0.274 0.347 0.674 1.287
beta4_pH[11,7,1] 0.695 0.246 0.352 0.650 1.193
beta4_pH[12,7,1] 0.932 0.384 0.436 0.844 1.744
beta4_pH[13,7,1] 0.734 0.261 0.380 0.681 1.283
beta4_pH[14,7,1] 1.020 0.334 0.561 0.960 1.700
beta4_pH[15,7,1] 0.920 0.270 0.540 0.882 1.447
beta4_pH[16,7,1] 0.909 0.366 0.419 0.832 1.663
beta4_pH[1,8,1] 0.686 0.283 0.306 0.641 1.279
beta4_pH[2,8,1] 0.848 0.211 0.544 0.818 1.256
beta4_pH[3,8,1] 0.913 0.274 0.517 0.876 1.474
beta4_pH[4,8,1] 0.805 0.270 0.432 0.759 1.353
beta4_pH[5,8,1] 0.657 0.547 0.086 0.475 2.004
beta4_pH[6,8,1] 1.942 1.722 0.239 1.361 6.720
beta4_pH[7,8,1] 1.091 0.615 0.347 0.931 2.487
beta4_pH[8,8,1] 0.755 0.434 0.226 0.652 1.733
beta4_pH[9,8,1] 0.917 0.538 0.274 0.774 2.161
beta4_pH[10,8,1] 0.730 0.279 0.347 0.684 1.294
beta4_pH[11,8,1] 0.700 0.247 0.353 0.661 1.188
beta4_pH[12,8,1] 0.924 0.375 0.438 0.839 1.717
beta4_pH[13,8,1] 0.738 0.266 0.377 0.684 1.291
beta4_pH[14,8,1] 1.016 0.330 0.561 0.962 1.704
beta4_pH[15,8,1] 0.910 0.265 0.539 0.864 1.437
beta4_pH[16,8,1] 0.907 0.363 0.420 0.824 1.663
beta4_pH[1,9,1] 0.697 0.283 0.306 0.659 1.278
beta4_pH[2,9,1] 0.846 0.213 0.542 0.818 1.257
beta4_pH[3,9,1] 0.907 0.275 0.516 0.862 1.477
beta4_pH[4,9,1] 0.815 0.274 0.429 0.773 1.345
beta4_pH[5,9,1] 0.667 0.551 0.084 0.484 1.982
beta4_pH[6,9,1] 1.931 1.708 0.233 1.376 6.591
beta4_pH[7,9,1] 1.106 0.614 0.349 0.951 2.484
beta4_pH[8,9,1] 0.760 0.433 0.227 0.655 1.729
beta4_pH[9,9,1] 0.956 0.553 0.280 0.805 2.185
beta4_pH[10,9,1] 0.718 0.277 0.344 0.670 1.287
beta4_pH[11,9,1] 0.686 0.245 0.353 0.642 1.180
beta4_pH[12,9,1] 0.940 0.378 0.438 0.859 1.726
beta4_pH[13,9,1] 0.755 0.274 0.379 0.706 1.291
beta4_pH[14,9,1] 1.030 0.341 0.560 0.971 1.695
beta4_pH[15,9,1] 0.916 0.272 0.535 0.876 1.440
beta4_pH[16,9,1] 0.904 0.355 0.424 0.831 1.647
beta4_pH[1,10,1] 0.696 0.287 0.305 0.647 1.285
beta4_pH[2,10,1] 0.854 0.213 0.545 0.832 1.260
beta4_pH[3,10,1] 0.905 0.265 0.519 0.865 1.459
beta4_pH[4,10,1] 0.807 0.264 0.431 0.772 1.348
beta4_pH[5,10,1] 0.664 0.552 0.085 0.473 1.983
beta4_pH[6,10,1] 1.911 1.696 0.231 1.333 6.537
beta4_pH[7,10,1] 1.114 0.609 0.348 0.980 2.506
beta4_pH[8,10,1] 0.778 0.443 0.224 0.680 1.744
beta4_pH[9,10,1] 0.947 0.549 0.282 0.810 2.223
beta4_pH[10,10,1] 0.725 0.277 0.347 0.674 1.288
beta4_pH[11,10,1] 0.681 0.244 0.351 0.638 1.187
beta4_pH[12,10,1] 0.923 0.377 0.437 0.829 1.731
beta4_pH[13,10,1] 0.758 0.267 0.380 0.717 1.290
beta4_pH[14,10,1] 1.027 0.336 0.562 0.963 1.708
beta4_pH[15,10,1] 0.919 0.264 0.539 0.881 1.441
beta4_pH[16,10,1] 0.894 0.365 0.416 0.814 1.665
beta4_pH[1,11,1] 0.693 0.286 0.307 0.643 1.281
beta4_pH[2,11,1] 0.855 0.214 0.544 0.823 1.259
beta4_pH[3,11,1] 0.912 0.272 0.515 0.869 1.468
beta4_pH[4,11,1] 0.808 0.271 0.431 0.761 1.348
beta4_pH[5,11,1] 0.649 0.544 0.083 0.470 1.993
beta4_pH[6,11,1] 1.932 1.702 0.233 1.392 6.666
beta4_pH[7,11,1] 1.101 0.623 0.347 0.943 2.493
beta4_pH[8,11,1] 0.761 0.426 0.230 0.659 1.704
beta4_pH[9,11,1] 0.900 0.531 0.272 0.766 2.173
beta4_pH[10,11,1] 0.728 0.277 0.346 0.686 1.293
beta4_pH[11,11,1] 0.688 0.247 0.352 0.636 1.193
beta4_pH[12,11,1] 0.925 0.374 0.436 0.840 1.726
beta4_pH[13,11,1] 0.746 0.267 0.381 0.698 1.303
beta4_pH[14,11,1] 1.030 0.342 0.558 0.976 1.707
beta4_pH[15,11,1] 0.910 0.266 0.535 0.868 1.442
beta4_pH[16,11,1] 0.903 0.362 0.419 0.835 1.655
beta4_pH[1,12,1] 0.698 0.286 0.305 0.647 1.280
beta4_pH[2,12,1] 0.850 0.212 0.543 0.821 1.258
beta4_pH[3,12,1] 0.917 0.274 0.514 0.872 1.468
beta4_pH[4,12,1] 0.809 0.268 0.431 0.765 1.340
beta4_pH[5,12,1] 0.656 0.545 0.084 0.477 2.018
beta4_pH[6,12,1] 1.968 1.758 0.227 1.364 6.758
beta4_pH[7,12,1] 1.108 0.612 0.345 0.965 2.501
beta4_pH[8,12,1] 0.753 0.427 0.223 0.651 1.724
beta4_pH[9,12,1] 0.934 0.547 0.278 0.783 2.198
beta4_pH[10,12,1] 0.730 0.281 0.344 0.691 1.289
beta4_pH[11,12,1] 0.692 0.246 0.355 0.642 1.195
beta4_pH[12,12,1] 0.935 0.377 0.435 0.861 1.719
beta4_pH[13,12,1] 0.743 0.263 0.381 0.694 1.277
beta4_pH[14,12,1] 1.023 0.336 0.561 0.962 1.694
beta4_pH[15,12,1] 0.917 0.265 0.540 0.870 1.439
beta4_pH[16,12,1] 0.889 0.356 0.418 0.810 1.651
beta4_pH[1,13,1] 0.685 0.283 0.304 0.638 1.277
beta4_pH[2,13,1] 0.851 0.216 0.544 0.820 1.264
beta4_pH[3,13,1] 0.906 0.272 0.513 0.869 1.471
beta4_pH[4,13,1] 0.810 0.269 0.431 0.769 1.340
beta4_pH[5,13,1] 0.658 0.545 0.086 0.480 1.974
beta4_pH[6,13,1] 1.927 1.725 0.229 1.340 6.684
beta4_pH[7,13,1] 1.106 0.631 0.349 0.929 2.524
beta4_pH[8,13,1] 0.745 0.422 0.226 0.652 1.708
beta4_pH[9,13,1] 0.917 0.543 0.273 0.772 2.192
beta4_pH[10,13,1] 0.718 0.274 0.345 0.671 1.289
beta4_pH[11,13,1] 0.683 0.243 0.352 0.642 1.186
beta4_pH[12,13,1] 0.931 0.374 0.441 0.850 1.714
beta4_pH[13,13,1] 0.752 0.274 0.381 0.702 1.304
beta4_pH[14,13,1] 1.026 0.332 0.561 0.975 1.699
beta4_pH[15,13,1] 0.919 0.272 0.536 0.873 1.450
beta4_pH[16,13,1] 0.916 0.364 0.426 0.842 1.668
beta4_pH[1,14,1] 0.702 0.286 0.309 0.653 1.296
beta4_pH[2,14,1] 0.880 0.217 0.549 0.863 1.266
beta4_pH[3,14,1] 0.866 0.258 0.515 0.824 1.448
beta4_pH[4,14,1] 0.809 0.268 0.434 0.768 1.342
beta4_pH[5,14,1] 0.653 0.542 0.086 0.469 1.991
beta4_pH[6,14,1] 2.076 1.752 0.234 1.478 6.653
beta4_pH[7,14,1] 1.111 0.617 0.347 0.953 2.506
beta4_pH[8,14,1] 0.733 0.413 0.223 0.639 1.707
beta4_pH[9,14,1] 0.915 0.542 0.279 0.772 2.192
beta4_pH[10,14,1] 0.747 0.284 0.348 0.706 1.295
beta4_pH[11,14,1] 0.691 0.248 0.352 0.649 1.191
beta4_pH[12,14,1] 0.940 0.381 0.439 0.863 1.734
beta4_pH[13,14,1] 0.756 0.276 0.380 0.705 1.302
beta4_pH[14,14,1] 1.028 0.334 0.563 0.965 1.696
beta4_pH[15,14,1] 0.926 0.270 0.541 0.886 1.445
beta4_pH[16,14,1] 0.896 0.360 0.416 0.827 1.655
beta4_pH[1,15,1] 0.745 0.293 0.315 0.702 1.305
beta4_pH[2,15,1] 0.913 0.214 0.557 0.912 1.271
beta4_pH[3,15,1] 0.941 0.273 0.521 0.905 1.481
beta4_pH[4,15,1] 0.819 0.270 0.431 0.784 1.338
beta4_pH[5,15,1] 0.619 0.522 0.083 0.450 1.982
beta4_pH[6,15,1] 2.014 1.741 0.239 1.437 6.692
beta4_pH[7,15,1] 1.098 0.606 0.349 0.964 2.446
beta4_pH[8,15,1] 0.756 0.434 0.226 0.659 1.738
beta4_pH[9,15,1] 0.915 0.539 0.275 0.773 2.187
beta4_pH[10,15,1] 0.745 0.281 0.348 0.694 1.297
beta4_pH[11,15,1] 0.680 0.245 0.352 0.632 1.185
beta4_pH[12,15,1] 0.945 0.385 0.438 0.864 1.724
beta4_pH[13,15,1] 0.741 0.265 0.380 0.693 1.288
beta4_pH[14,15,1] 1.026 0.337 0.561 0.962 1.699
beta4_pH[15,15,1] 0.915 0.266 0.539 0.877 1.436
beta4_pH[16,15,1] 0.880 0.355 0.419 0.803 1.642
beta4_pH[1,16,1] 0.704 0.286 0.305 0.658 1.289
beta4_pH[2,16,1] 0.902 0.216 0.551 0.894 1.272
beta4_pH[3,16,1] 0.922 0.268 0.517 0.885 1.466
beta4_pH[4,16,1] 0.813 0.271 0.431 0.770 1.338
beta4_pH[5,16,1] 0.627 0.528 0.084 0.457 1.961
beta4_pH[6,16,1] 1.952 1.735 0.235 1.370 6.703
beta4_pH[7,16,1] 1.110 0.611 0.349 0.956 2.500
beta4_pH[8,16,1] 0.765 0.433 0.226 0.671 1.729
beta4_pH[9,16,1] 0.903 0.534 0.275 0.763 2.172
beta4_pH[10,16,1] 0.737 0.280 0.347 0.690 1.298
beta4_pH[11,16,1] 0.679 0.239 0.353 0.639 1.176
beta4_pH[12,16,1] 0.949 0.391 0.436 0.864 1.742
beta4_pH[13,16,1] 0.751 0.269 0.380 0.699 1.295
beta4_pH[14,16,1] 1.037 0.338 0.563 0.990 1.708
beta4_pH[15,16,1] 0.918 0.268 0.536 0.873 1.446
beta4_pH[16,16,1] 0.902 0.356 0.420 0.842 1.647
beta4_pH[1,17,1] 0.681 0.275 0.305 0.630 1.265
beta4_pH[2,17,1] 0.882 0.214 0.550 0.866 1.269
beta4_pH[3,17,1] 0.937 0.274 0.522 0.899 1.480
beta4_pH[4,17,1] 0.826 0.272 0.432 0.793 1.348
beta4_pH[5,17,1] 0.606 0.524 0.083 0.418 1.956
beta4_pH[6,17,1] 2.197 1.800 0.248 1.610 6.855
beta4_pH[7,17,1] 1.150 0.627 0.355 1.006 2.513
beta4_pH[8,17,1] 0.779 0.438 0.226 0.680 1.736
beta4_pH[9,17,1] 0.917 0.543 0.274 0.766 2.160
beta4_pH[10,17,1] 0.742 0.277 0.347 0.708 1.294
beta4_pH[11,17,1] 0.695 0.244 0.355 0.651 1.190
beta4_pH[12,17,1] 0.916 0.377 0.437 0.824 1.715
beta4_pH[13,17,1] 0.743 0.268 0.377 0.696 1.284
beta4_pH[14,17,1] 1.009 0.330 0.560 0.957 1.689
beta4_pH[15,17,1] 0.920 0.269 0.539 0.884 1.440
beta4_pH[16,17,1] 0.919 0.371 0.425 0.844 1.670
beta4_pH[1,18,1] 0.715 0.291 0.308 0.672 1.294
beta4_pH[2,18,1] 0.879 0.217 0.547 0.862 1.264
beta4_pH[3,18,1] 0.901 0.267 0.517 0.863 1.466
beta4_pH[4,18,1] 0.815 0.269 0.435 0.776 1.339
beta4_pH[5,18,1] 0.600 0.515 0.082 0.427 1.921
beta4_pH[6,18,1] 1.878 1.691 0.228 1.315 6.582
beta4_pH[7,18,1] 1.106 0.616 0.349 0.949 2.469
beta4_pH[8,18,1] 0.764 0.430 0.227 0.670 1.729
beta4_pH[9,18,1] 0.891 0.532 0.273 0.736 2.160
beta4_pH[10,18,1] 0.754 0.284 0.347 0.715 1.306
beta4_pH[11,18,1] 0.692 0.244 0.350 0.655 1.184
beta4_pH[12,18,1] 0.942 0.380 0.437 0.872 1.731
beta4_pH[13,18,1] 0.747 0.268 0.381 0.700 1.297
beta4_pH[14,18,1] 1.026 0.335 0.564 0.971 1.695
beta4_pH[15,18,1] 0.920 0.266 0.538 0.879 1.442
beta4_pH[16,18,1] 0.892 0.359 0.422 0.811 1.659
beta4_pH[1,19,1] 0.730 0.291 0.314 0.698 1.293
beta4_pH[2,19,1] 0.902 0.218 0.550 0.893 1.273
beta4_pH[3,19,1] 0.907 0.267 0.520 0.861 1.465
beta4_pH[4,19,1] 0.821 0.271 0.434 0.783 1.352
beta4_pH[5,19,1] 0.616 0.534 0.083 0.432 1.986
beta4_pH[6,19,1] 1.909 1.709 0.227 1.349 6.679
beta4_pH[7,19,1] 1.204 0.648 0.355 1.056 2.537
beta4_pH[8,19,1] 0.756 0.430 0.224 0.657 1.725
beta4_pH[9,19,1] 0.911 0.538 0.274 0.759 2.182
beta4_pH[10,19,1] 0.758 0.285 0.350 0.716 1.294
beta4_pH[11,19,1] 0.684 0.245 0.354 0.634 1.187
beta4_pH[12,19,1] 0.932 0.376 0.437 0.849 1.731
beta4_pH[13,19,1] 0.750 0.269 0.378 0.706 1.291
beta4_pH[14,19,1] 1.029 0.335 0.560 0.970 1.688
beta4_pH[15,19,1] 0.910 0.267 0.539 0.864 1.439
beta4_pH[16,19,1] 0.906 0.361 0.422 0.834 1.663
beta4_pH[1,20,1] 0.709 0.285 0.306 0.662 1.277
beta4_pH[2,20,1] 0.900 0.215 0.553 0.898 1.268
beta4_pH[3,20,1] 0.920 0.269 0.521 0.878 1.460
beta4_pH[4,20,1] 0.818 0.270 0.434 0.774 1.339
beta4_pH[5,20,1] 0.674 0.546 0.086 0.495 2.019
beta4_pH[6,20,1] 1.952 1.746 0.238 1.349 6.749
beta4_pH[7,20,1] 1.122 0.628 0.341 0.984 2.506
beta4_pH[8,20,1] 0.766 0.432 0.225 0.674 1.721
beta4_pH[9,20,1] 0.940 0.545 0.273 0.790 2.201
beta4_pH[10,20,1] 0.754 0.280 0.351 0.707 1.301
beta4_pH[11,20,1] 0.696 0.249 0.352 0.655 1.193
beta4_pH[12,20,1] 0.937 0.378 0.437 0.865 1.728
beta4_pH[13,20,1] 0.745 0.269 0.379 0.700 1.292
beta4_pH[14,20,1] 1.028 0.339 0.559 0.970 1.703
beta4_pH[15,20,1] 0.918 0.267 0.539 0.876 1.445
beta4_pH[16,20,1] 0.904 0.363 0.420 0.828 1.647
beta4_pH[1,21,1] 0.691 0.285 0.307 0.639 1.288
beta4_pH[2,21,1] 0.853 0.211 0.544 0.827 1.254
beta4_pH[3,21,1] 0.913 0.270 0.518 0.876 1.462
beta4_pH[4,21,1] 0.807 0.265 0.432 0.766 1.335
beta4_pH[5,21,1] 0.679 0.552 0.086 0.509 1.985
beta4_pH[6,21,1] 1.824 1.659 0.230 1.290 6.624
beta4_pH[7,21,1] 1.018 0.586 0.345 0.859 2.409
beta4_pH[8,21,1] 0.784 0.443 0.225 0.694 1.751
beta4_pH[9,21,1] 0.944 0.556 0.277 0.809 2.209
beta4_pH[10,21,1] 0.719 0.278 0.342 0.667 1.287
beta4_pH[11,21,1] 0.689 0.247 0.349 0.645 1.186
beta4_pH[12,21,1] 0.939 0.375 0.438 0.867 1.718
beta4_pH[13,21,1] 0.739 0.268 0.375 0.688 1.297
beta4_pH[14,21,1] 1.023 0.334 0.559 0.974 1.706
beta4_pH[15,21,1] 0.920 0.262 0.541 0.883 1.433
beta4_pH[16,21,1] 0.904 0.369 0.420 0.829 1.673
beta4_pH[1,22,1] 0.696 0.279 0.309 0.652 1.270
beta4_pH[2,22,1] 0.850 0.207 0.545 0.826 1.252
beta4_pH[3,22,1] 0.877 0.263 0.513 0.835 1.464
beta4_pH[4,22,1] 0.836 0.273 0.432 0.800 1.350
beta4_pH[5,22,1] 0.548 0.492 0.081 0.364 1.892
beta4_pH[6,22,1] 1.645 1.520 0.223 1.170 5.948
beta4_pH[7,22,1] 1.008 0.581 0.341 0.852 2.447
beta4_pH[8,22,1] 0.777 0.436 0.224 0.674 1.744
beta4_pH[9,22,1] 0.927 0.544 0.274 0.783 2.173
beta4_pH[10,22,1] 0.717 0.277 0.344 0.670 1.297
beta4_pH[11,22,1] 0.690 0.244 0.352 0.652 1.192
beta4_pH[12,22,1] 0.926 0.372 0.438 0.843 1.717
beta4_pH[13,22,1] 0.748 0.270 0.379 0.699 1.296
beta4_pH[14,22,1] 1.029 0.338 0.563 0.970 1.705
beta4_pH[15,22,1] 0.921 0.269 0.539 0.877 1.443
beta4_pH[16,22,1] 0.905 0.365 0.418 0.836 1.654
beta4_pH[1,23,1] 0.658 0.273 0.302 0.608 1.272
beta4_pH[2,23,1] 0.912 0.215 0.552 0.907 1.270
beta4_pH[3,23,1] 0.915 0.272 0.517 0.875 1.463
beta4_pH[4,23,1] 0.836 0.275 0.432 0.806 1.349
beta4_pH[5,23,1] 0.688 0.554 0.085 0.523 2.041
beta4_pH[6,23,1] 1.863 1.716 0.227 1.270 6.676
beta4_pH[7,23,1] 1.088 0.616 0.347 0.926 2.493
beta4_pH[8,23,1] 0.757 0.429 0.225 0.674 1.723
beta4_pH[9,23,1] 0.922 0.543 0.273 0.786 2.172
beta4_pH[10,23,1] 0.743 0.282 0.346 0.701 1.291
beta4_pH[11,23,1] 0.691 0.243 0.353 0.647 1.191
beta4_pH[12,23,1] 0.903 0.368 0.439 0.816 1.714
beta4_pH[13,23,1] 0.751 0.268 0.380 0.704 1.285
beta4_pH[14,23,1] 1.019 0.335 0.560 0.960 1.697
beta4_pH[15,23,1] 0.918 0.262 0.538 0.885 1.439
beta4_pH[16,23,1] 0.917 0.366 0.424 0.845 1.647
beta4_pH[1,24,1] 0.683 0.277 0.307 0.633 1.283
beta4_pH[2,24,1] 0.906 0.213 0.554 0.901 1.271
beta4_pH[3,24,1] 0.908 0.263 0.523 0.871 1.464
beta4_pH[4,24,1] 0.850 0.272 0.434 0.828 1.351
beta4_pH[5,24,1] 0.629 0.523 0.084 0.459 1.939
beta4_pH[6,24,1] 1.770 1.636 0.226 1.246 6.483
beta4_pH[7,24,1] 1.102 0.612 0.352 0.947 2.454
beta4_pH[8,24,1] 0.722 0.410 0.222 0.627 1.680
beta4_pH[9,24,1] 0.930 0.546 0.274 0.782 2.191
beta4_pH[10,24,1] 0.732 0.280 0.345 0.687 1.305
beta4_pH[11,24,1] 0.687 0.245 0.350 0.643 1.183
beta4_pH[12,24,1] 0.951 0.385 0.438 0.872 1.724
beta4_pH[13,24,1] 0.747 0.269 0.378 0.699 1.288
beta4_pH[14,24,1] 1.010 0.333 0.561 0.945 1.697
beta4_pH[15,24,1] 0.924 0.269 0.537 0.887 1.446
beta4_pH[16,24,1] 0.888 0.359 0.421 0.810 1.648
beta4_pH[1,25,1] 0.788 0.296 0.314 0.768 1.305
beta4_pH[2,25,1] 0.889 0.218 0.546 0.875 1.274
beta4_pH[3,25,1] 0.985 0.273 0.532 0.957 1.486
beta4_pH[4,25,1] 0.812 0.264 0.431 0.776 1.339
beta4_pH[5,25,1] 0.624 0.532 0.085 0.444 1.945
beta4_pH[6,25,1] 1.712 1.577 0.223 1.197 6.340
beta4_pH[7,25,1] 1.088 0.606 0.348 0.935 2.470
beta4_pH[8,25,1] 0.750 0.420 0.224 0.659 1.703
beta4_pH[9,25,1] 0.966 0.552 0.275 0.823 2.215
beta4_pH[10,25,1] 0.750 0.283 0.350 0.711 1.300
beta4_pH[11,25,1] 0.686 0.247 0.349 0.652 1.192
beta4_pH[12,25,1] 0.932 0.367 0.438 0.867 1.720
beta4_pH[13,25,1] 0.736 0.266 0.379 0.681 1.294
beta4_pH[14,25,1] 1.020 0.333 0.560 0.963 1.698
beta4_pH[15,25,1] 0.921 0.269 0.540 0.877 1.449
beta4_pH[16,25,1] 0.892 0.361 0.418 0.820 1.660
beta4_pH[1,26,1] 0.734 0.290 0.311 0.692 1.297
beta4_pH[2,26,1] 0.932 0.215 0.557 0.941 1.275
beta4_pH[3,26,1] 0.930 0.267 0.517 0.895 1.467
beta4_pH[4,26,1] 0.790 0.267 0.432 0.738 1.340
beta4_pH[5,26,1] 0.617 0.526 0.085 0.436 1.969
beta4_pH[6,26,1] 1.974 1.729 0.235 1.425 6.751
beta4_pH[7,26,1] 1.122 0.628 0.349 0.974 2.523
beta4_pH[8,26,1] 0.782 0.435 0.235 0.689 1.747
beta4_pH[9,26,1] 0.915 0.546 0.274 0.766 2.180
beta4_pH[10,26,1] 0.729 0.277 0.346 0.690 1.288
beta4_pH[11,26,1] 0.692 0.244 0.351 0.651 1.191
beta4_pH[12,26,1] 0.928 0.375 0.439 0.839 1.712
beta4_pH[13,26,1] 0.753 0.267 0.378 0.710 1.291
beta4_pH[14,26,1] 1.007 0.331 0.559 0.941 1.688
beta4_pH[15,26,1] 0.922 0.265 0.540 0.878 1.444
beta4_pH[16,26,1] 0.882 0.359 0.420 0.801 1.653
beta4_pH[1,27,1] 0.727 0.289 0.308 0.684 1.295
beta4_pH[2,27,1] 0.950 0.215 0.562 0.964 1.276
beta4_pH[3,27,1] 0.969 0.269 0.528 0.938 1.473
beta4_pH[4,27,1] 0.787 0.259 0.432 0.743 1.329
beta4_pH[5,27,1] 0.636 0.539 0.083 0.454 1.971
beta4_pH[6,27,1] 1.640 1.539 0.229 1.140 6.298
beta4_pH[7,27,1] 1.101 0.616 0.344 0.942 2.498
beta4_pH[8,27,1] 0.801 0.440 0.229 0.705 1.729
beta4_pH[9,27,1] 0.919 0.536 0.275 0.783 2.184
beta4_pH[10,27,1] 0.773 0.282 0.351 0.749 1.309
beta4_pH[11,27,1] 0.682 0.244 0.352 0.638 1.191
beta4_pH[12,27,1] 0.945 0.377 0.438 0.870 1.725
beta4_pH[13,27,1] 0.749 0.270 0.380 0.707 1.299
beta4_pH[14,27,1] 1.023 0.335 0.562 0.964 1.708
beta4_pH[15,27,1] 0.915 0.265 0.538 0.878 1.437
beta4_pH[16,27,1] 0.880 0.360 0.417 0.795 1.662
beta4_pH[1,28,1] 0.729 0.289 0.309 0.692 1.293
beta4_pH[2,28,1] 0.891 0.213 0.550 0.875 1.266
beta4_pH[3,28,1] 0.847 0.259 0.509 0.790 1.442
beta4_pH[4,28,1] 0.785 0.266 0.429 0.734 1.331
beta4_pH[5,28,1] 0.469 0.417 0.082 0.324 1.653
beta4_pH[6,28,1] 1.863 1.695 0.229 1.303 6.798
beta4_pH[7,28,1] 1.076 0.604 0.347 0.912 2.472
beta4_pH[8,28,1] 0.797 0.444 0.228 0.694 1.759
beta4_pH[9,28,1] 0.910 0.527 0.277 0.774 2.163
beta4_pH[10,28,1] 0.765 0.285 0.348 0.744 1.296
beta4_pH[11,28,1] 0.690 0.249 0.351 0.649 1.192
beta4_pH[12,28,1] 0.961 0.382 0.442 0.887 1.729
beta4_pH[13,28,1] 0.742 0.266 0.380 0.694 1.288
beta4_pH[14,28,1] 1.023 0.337 0.559 0.969 1.690
beta4_pH[15,28,1] 0.916 0.265 0.540 0.880 1.435
beta4_pH[16,28,1] 0.887 0.360 0.418 0.806 1.636
beta4_pH[1,29,1] 0.700 0.284 0.305 0.653 1.293
beta4_pH[2,29,1] 0.904 0.214 0.549 0.906 1.269
beta4_pH[3,29,1] 0.915 0.271 0.518 0.873 1.473
beta4_pH[4,29,1] 0.764 0.259 0.426 0.712 1.324
beta4_pH[5,29,1] 0.461 0.407 0.080 0.324 1.627
beta4_pH[6,29,1] 1.905 1.680 0.235 1.382 6.580
beta4_pH[7,29,1] 1.080 0.610 0.350 0.926 2.479
beta4_pH[8,29,1] 0.752 0.434 0.224 0.651 1.735
beta4_pH[9,29,1] 0.904 0.541 0.271 0.758 2.183
beta4_pH[10,29,1] 0.741 0.277 0.345 0.700 1.297
beta4_pH[11,29,1] 0.697 0.245 0.354 0.665 1.191
beta4_pH[12,29,1] 0.945 0.380 0.440 0.865 1.728
beta4_pH[13,29,1] 0.752 0.270 0.379 0.702 1.297
beta4_pH[14,29,1] 1.028 0.336 0.560 0.976 1.695
beta4_pH[15,29,1] 0.918 0.266 0.536 0.877 1.438
beta4_pH[16,29,1] 0.912 0.359 0.419 0.849 1.662
beta4_pH[1,30,1] 0.748 0.289 0.308 0.721 1.300
beta4_pH[2,30,1] 0.882 0.214 0.550 0.867 1.269
beta4_pH[3,30,1] 0.895 0.264 0.517 0.848 1.449
beta4_pH[4,30,1] 0.763 0.260 0.427 0.710 1.327
beta4_pH[5,30,1] 0.448 0.391 0.082 0.311 1.591
beta4_pH[6,30,1] 1.835 1.634 0.228 1.317 6.392
beta4_pH[7,30,1] 1.121 0.617 0.347 0.976 2.516
beta4_pH[8,30,1] 0.736 0.426 0.224 0.630 1.727
beta4_pH[9,30,1] 0.940 0.551 0.271 0.799 2.207
beta4_pH[10,30,1] 0.757 0.278 0.350 0.722 1.299
beta4_pH[11,30,1] 0.665 0.236 0.351 0.627 1.171
beta4_pH[12,30,1] 0.951 0.379 0.442 0.872 1.738
beta4_pH[13,30,1] 0.763 0.268 0.382 0.718 1.297
beta4_pH[14,30,1] 1.031 0.336 0.563 0.975 1.700
beta4_pH[15,30,1] 0.910 0.269 0.537 0.862 1.438
beta4_pH[16,30,1] 0.848 0.345 0.419 0.764 1.618
beta4_pH[1,31,1] 0.722 0.281 0.311 0.688 1.283
beta4_pH[2,31,1] 0.846 0.207 0.544 0.821 1.250
beta4_pH[3,31,1] 0.875 0.256 0.514 0.832 1.442
beta4_pH[4,31,1] 0.762 0.261 0.427 0.705 1.321
beta4_pH[5,31,1] 0.451 0.400 0.082 0.311 1.621
beta4_pH[6,31,1] 1.869 1.644 0.230 1.327 6.495
beta4_pH[7,31,1] 1.029 0.597 0.343 0.865 2.444
beta4_pH[8,31,1] 0.759 0.423 0.229 0.665 1.724
beta4_pH[9,31,1] 0.960 0.561 0.276 0.808 2.223
beta4_pH[10,31,1] 0.709 0.264 0.345 0.666 1.272
beta4_pH[11,31,1] 0.646 0.234 0.348 0.599 1.166
beta4_pH[12,31,1] 0.878 0.369 0.435 0.778 1.717
beta4_pH[13,31,1] 0.713 0.259 0.378 0.658 1.274
beta4_pH[14,31,1] 1.059 0.341 0.564 1.019 1.713
beta4_pH[15,31,1] 0.919 0.263 0.536 0.885 1.432
beta4_pH[16,31,1] 0.794 0.324 0.414 0.703 1.601
beta4_pH[1,32,1] 0.733 0.281 0.312 0.692 1.298
beta4_pH[2,32,1] 0.814 0.202 0.541 0.777 1.244
beta4_pH[3,32,1] 0.871 0.258 0.516 0.820 1.453
beta4_pH[4,32,1] 0.805 0.274 0.427 0.762 1.346
beta4_pH[5,32,1] 0.654 0.534 0.083 0.483 1.955
beta4_pH[6,32,1] 1.799 1.602 0.226 1.298 6.323
beta4_pH[7,32,1] 1.057 0.598 0.343 0.894 2.470
beta4_pH[8,32,1] 0.766 0.432 0.227 0.669 1.720
beta4_pH[9,32,1] 0.948 0.553 0.279 0.800 2.207
beta4_pH[10,32,1] 0.676 0.257 0.343 0.622 1.243
beta4_pH[11,32,1] 0.632 0.231 0.349 0.575 1.152
beta4_pH[12,32,1] 0.875 0.359 0.433 0.789 1.708
beta4_pH[13,32,1] 0.739 0.266 0.381 0.692 1.287
beta4_pH[14,32,1] 1.027 0.340 0.562 0.969 1.707
beta4_pH[15,32,1] 0.895 0.265 0.536 0.850 1.440
beta4_pH[16,32,1] 0.859 0.345 0.417 0.785 1.646
beta4_pH[1,33,1] 0.731 0.280 0.311 0.701 1.285
beta4_pH[2,33,1] 0.735 0.168 0.539 0.692 1.163
beta4_pH[3,33,1] 0.862 0.260 0.509 0.816 1.455
beta4_pH[4,33,1] 0.801 0.270 0.427 0.755 1.342
beta4_pH[5,33,1] 0.517 0.447 0.082 0.363 1.738
beta4_pH[6,33,1] 1.635 1.481 0.226 1.175 6.035
beta4_pH[7,33,1] 1.114 0.625 0.348 0.961 2.469
beta4_pH[8,33,1] 0.767 0.430 0.227 0.676 1.740
beta4_pH[9,33,1] 0.833 0.511 0.272 0.685 2.141
beta4_pH[10,33,1] 0.649 0.241 0.342 0.604 1.208
beta4_pH[11,33,1] 0.631 0.234 0.348 0.578 1.171
beta4_pH[12,33,1] 0.840 0.350 0.435 0.733 1.680
beta4_pH[13,33,1] 0.719 0.263 0.376 0.666 1.282
beta4_pH[14,33,1] 1.057 0.339 0.567 1.013 1.715
beta4_pH[15,33,1] 0.886 0.261 0.536 0.837 1.435
beta4_pH[16,33,1] 0.768 0.318 0.414 0.672 1.573
beta4_pH[1,34,1] 0.609 0.244 0.304 0.560 1.201
beta4_pH[2,34,1] 0.799 0.197 0.543 0.756 1.241
beta4_pH[3,34,1] 0.857 0.253 0.513 0.814 1.439
beta4_pH[4,34,1] 0.797 0.267 0.431 0.752 1.336
beta4_pH[5,34,1] 0.546 0.470 0.082 0.388 1.861
beta4_pH[6,34,1] 1.414 1.303 0.224 1.042 5.545
beta4_pH[7,34,1] 1.112 0.617 0.350 0.961 2.464
beta4_pH[8,34,1] 0.745 0.419 0.225 0.647 1.713
beta4_pH[9,34,1] 0.922 0.549 0.271 0.772 2.201
beta4_pH[10,34,1] 0.569 0.202 0.338 0.516 1.098
beta4_pH[11,34,1] 0.615 0.225 0.348 0.553 1.157
beta4_pH[12,34,1] 0.619 0.235 0.424 0.540 1.346
beta4_pH[13,34,1] 0.731 0.267 0.378 0.674 1.292
beta4_pH[14,34,1] 1.013 0.327 0.557 0.959 1.696
beta4_pH[15,34,1] 0.909 0.269 0.535 0.866 1.436
beta4_pH[16,34,1] 0.806 0.336 0.414 0.714 1.615
beta4_pH[1,35,1] 0.411 0.137 0.204 0.391 0.741
beta4_pH[2,35,1] 0.775 0.082 0.629 0.772 0.947
beta4_pH[3,35,1] 1.023 0.160 0.748 1.009 1.381
beta4_pH[4,35,1] 0.573 0.207 0.272 0.532 1.076
beta4_pH[5,35,1] 0.131 0.099 0.028 0.103 0.399
beta4_pH[6,35,1] 0.800 0.667 0.130 0.622 2.581
beta4_pH[7,35,1] 2.311 1.836 0.434 1.802 7.311
beta4_pH[8,35,1] 0.522 0.251 0.188 0.466 1.168
beta4_pH[9,35,1] 0.613 0.542 0.103 0.457 1.950
beta4_pH[10,35,1] 0.597 0.120 0.401 0.585 0.868
beta4_pH[11,35,1] 0.761 0.198 0.450 0.735 1.221
beta4_pH[12,35,1] 1.314 0.873 0.379 1.080 3.621
beta4_pH[13,35,1] 0.722 0.107 0.537 0.715 0.956
beta4_pH[14,35,1] 0.798 0.259 0.415 0.757 1.409
beta4_pH[15,35,1] 0.880 0.120 0.667 0.870 1.143
beta4_pH[16,35,1] 0.546 0.238 0.225 0.500 1.128
beta4_pH[1,36,1] 0.897 0.175 0.604 0.879 1.279
beta4_pH[2,36,1] 0.849 0.108 0.660 0.845 1.078
beta4_pH[3,36,1] 0.875 0.147 0.627 0.865 1.199
beta4_pH[4,36,1] 0.749 0.223 0.407 0.717 1.275
beta4_pH[5,36,1] 0.454 0.473 0.065 0.325 1.542
beta4_pH[6,36,1] 5.261 4.146 0.810 3.826 16.640
beta4_pH[7,36,1] 1.101 0.610 0.357 0.965 2.629
beta4_pH[8,36,1] 0.952 0.402 0.383 0.876 1.930
beta4_pH[9,36,1] 0.532 0.358 0.125 0.432 1.472
beta4_pH[10,36,1] 0.448 0.115 0.263 0.433 0.705
beta4_pH[11,36,1] 0.551 0.106 0.373 0.538 0.783
beta4_pH[12,36,1] 0.716 0.412 0.246 0.619 1.806
beta4_pH[13,36,1] 0.783 0.124 0.567 0.772 1.042
beta4_pH[14,36,1] 1.151 0.442 0.541 1.065 2.209
beta4_pH[15,36,1] 0.956 0.134 0.715 0.951 1.230
beta4_pH[16,36,1] 0.954 0.361 0.464 0.892 1.828
beta4_pH[1,37,1] 0.760 0.164 0.488 0.742 1.122
beta4_pH[2,37,1] 0.767 0.084 0.618 0.761 0.944
beta4_pH[3,37,1] 0.922 0.132 0.693 0.909 1.207
beta4_pH[4,37,1] 0.727 0.214 0.389 0.700 1.233
beta4_pH[5,37,1] 0.799 0.869 0.106 0.581 2.622
beta4_pH[6,37,1] 2.365 2.264 0.322 1.686 8.347
beta4_pH[7,37,1] 1.228 0.794 0.309 1.039 3.255
beta4_pH[8,37,1] 0.982 0.410 0.422 0.902 1.995
beta4_pH[9,37,1] 1.783 1.777 0.202 1.216 7.033
beta4_pH[10,37,1] 0.745 0.137 0.517 0.733 1.043
beta4_pH[11,37,1] 0.833 0.173 0.556 0.813 1.203
beta4_pH[12,37,1] 0.780 0.474 0.214 0.666 2.067
beta4_pH[13,37,1] 0.603 0.090 0.442 0.597 0.794
beta4_pH[14,37,1] 0.961 0.361 0.458 0.899 1.799
beta4_pH[15,37,1] 0.704 0.105 0.521 0.693 0.930
beta4_pH[16,37,1] 0.605 0.181 0.330 0.581 1.029
beta4_pH[1,38,1] 0.699 0.131 0.477 0.689 0.990
beta4_pH[2,38,1] 0.706 0.078 0.564 0.701 0.874
beta4_pH[3,38,1] 0.891 0.161 0.624 0.876 1.256
beta4_pH[4,38,1] 0.889 0.235 0.515 0.861 1.435
beta4_pH[5,38,1] 0.437 0.299 0.093 0.361 1.221
beta4_pH[6,38,1] 2.062 2.203 0.159 1.381 8.473
beta4_pH[7,38,1] 0.499 0.303 0.148 0.419 1.284
beta4_pH[8,38,1] 0.777 0.313 0.333 0.721 1.543
beta4_pH[9,38,1] 1.521 1.072 0.367 1.248 4.304
beta4_pH[10,38,1] 0.713 0.147 0.462 0.698 1.035
beta4_pH[11,38,1] 0.512 0.127 0.305 0.497 0.793
beta4_pH[12,38,1] 0.626 0.426 0.182 0.509 1.806
beta4_pH[13,38,1] 0.897 0.180 0.602 0.876 1.299
beta4_pH[14,38,1] 1.028 0.422 0.462 0.948 2.119
beta4_pH[15,38,1] 0.844 0.094 0.678 0.837 1.048
beta4_pH[16,38,1] 0.892 0.340 0.395 0.831 1.730
beta4_pH[1,39,1] 0.673 0.128 0.458 0.659 0.966
beta4_pH[2,39,1] 0.859 0.098 0.682 0.853 1.067
beta4_pH[3,39,1] 0.841 0.116 0.636 0.833 1.090
beta4_pH[4,39,1] 0.840 0.274 0.433 0.798 1.484
beta4_pH[5,39,1] 1.163 1.305 0.127 0.794 4.346
beta4_pH[6,39,1] 0.307 0.309 0.035 0.215 1.046
beta4_pH[7,39,1] 1.853 1.649 0.302 1.368 6.669
beta4_pH[8,39,1] 1.385 0.768 0.432 1.231 3.350
beta4_pH[9,39,1] 1.934 1.607 0.377 1.493 5.749
beta4_pH[10,39,1] 0.724 0.171 0.442 0.709 1.106
beta4_pH[11,39,1] 0.679 0.165 0.415 0.660 1.077
beta4_pH[12,39,1] 0.633 0.347 0.225 0.557 1.528
beta4_pH[13,39,1] 0.714 0.117 0.514 0.702 0.968
beta4_pH[14,39,1] 0.934 0.360 0.437 0.864 1.827
beta4_pH[15,39,1] 0.995 0.109 0.800 0.990 1.226
beta4_pH[16,39,1] 0.863 0.340 0.378 0.804 1.700
beta4_pH[1,40,1] 0.708 0.111 0.508 0.701 0.939
beta4_pH[2,40,1] 0.756 0.084 0.604 0.750 0.935
beta4_pH[3,40,1] 0.928 0.143 0.679 0.914 1.243
beta4_pH[4,40,1] 0.892 0.214 0.550 0.866 1.393
beta4_pH[5,40,1] 0.286 0.188 0.069 0.241 0.737
beta4_pH[6,40,1] 1.092 1.176 0.178 0.778 4.114
beta4_pH[7,40,1] 1.556 1.307 0.270 1.184 5.198
beta4_pH[8,40,1] 0.360 0.283 0.071 0.288 1.093
beta4_pH[9,40,1] 0.516 0.512 0.072 0.361 1.878
beta4_pH[10,40,1] 0.886 0.216 0.542 0.862 1.386
beta4_pH[11,40,1] 0.453 0.111 0.277 0.437 0.703
beta4_pH[12,40,1] 0.665 0.392 0.196 0.570 1.677
beta4_pH[13,40,1] 0.780 0.119 0.576 0.772 1.033
beta4_pH[14,40,1] 0.708 0.230 0.364 0.679 1.269
beta4_pH[15,40,1] 0.839 0.097 0.664 0.831 1.051
beta4_pH[16,40,1] 1.238 0.495 0.549 1.145 2.418
beta4_pH[1,41,1] 0.577 0.112 0.389 0.568 0.826
beta4_pH[2,41,1] 0.785 0.099 0.615 0.778 1.002
beta4_pH[3,41,1] 0.881 0.141 0.636 0.871 1.188
beta4_pH[4,41,1] 0.864 0.355 0.366 0.794 1.761
beta4_pH[5,41,1] 1.192 0.563 0.420 1.086 2.552
beta4_pH[6,41,1] 3.491 3.292 0.347 2.390 12.878
beta4_pH[7,41,1] 0.841 0.504 0.234 0.723 2.144
beta4_pH[8,41,1] 1.225 0.699 0.369 1.063 3.048
beta4_pH[9,41,1] 0.495 0.594 0.054 0.331 1.860
beta4_pH[10,41,1] 0.750 0.151 0.502 0.737 1.087
beta4_pH[11,41,1] 0.855 0.241 0.482 0.823 1.421
beta4_pH[12,41,1] 0.947 0.457 0.351 0.855 2.096
beta4_pH[13,41,1] 0.680 0.107 0.498 0.672 0.909
beta4_pH[14,41,1] 1.101 0.347 0.585 1.053 1.906
beta4_pH[15,41,1] 0.782 0.094 0.612 0.775 0.977
beta4_pH[16,41,1] 1.035 0.451 0.424 0.945 2.143
beta4_pH[1,42,1] 0.611 0.117 0.411 0.601 0.868
beta4_pH[2,42,1] 0.787 0.095 0.615 0.782 0.982
beta4_pH[3,42,1] 0.804 0.150 0.547 0.791 1.129
beta4_pH[4,42,1] 0.982 0.314 0.516 0.934 1.723
beta4_pH[5,42,1] 1.608 1.697 0.166 1.072 6.438
beta4_pH[6,42,1] 0.247 0.173 0.057 0.206 0.697
beta4_pH[7,42,1] 0.969 0.615 0.259 0.804 2.655
beta4_pH[8,42,1] 0.775 0.332 0.320 0.712 1.633
beta4_pH[9,42,1] 0.810 0.573 0.180 0.662 2.353
beta4_pH[10,42,1] 0.847 0.171 0.567 0.830 1.216
beta4_pH[11,42,1] 0.651 0.141 0.412 0.638 0.962
beta4_pH[12,42,1] 0.855 0.394 0.323 0.778 1.822
beta4_pH[13,42,1] 0.509 0.158 0.266 0.489 0.881
beta4_pH[14,42,1] 0.900 0.311 0.443 0.854 1.663
beta4_pH[15,42,1] 0.924 0.094 0.754 0.919 1.123
beta4_pH[16,42,1] 0.620 0.216 0.301 0.584 1.139
beta4_pH[1,43,1] 0.718 0.152 0.473 0.703 1.051
beta4_pH[2,43,1] 0.745 0.078 0.602 0.740 0.911
beta4_pH[3,43,1] 0.655 0.094 0.492 0.647 0.860
beta4_pH[4,43,1] 0.852 0.274 0.429 0.820 1.493
beta4_pH[5,43,1] 1.547 0.640 0.656 1.431 3.105
beta4_pH[6,43,1] 1.133 0.784 0.267 0.947 3.042
beta4_pH[7,43,1] 0.750 0.631 0.137 0.577 2.447
beta4_pH[8,43,1] 0.596 0.257 0.237 0.550 1.217
beta4_pH[9,43,1] 1.218 1.075 0.193 0.906 4.198
beta4_pH[10,43,1] 0.631 0.122 0.423 0.622 0.903
beta4_pH[11,43,1] 0.653 0.136 0.426 0.641 0.946
beta4_pH[12,43,1] 0.779 0.376 0.287 0.698 1.705
beta4_pH[13,43,1] 0.602 0.120 0.400 0.590 0.878
beta4_pH[14,43,1] 1.096 0.339 0.582 1.044 1.890
beta4_pH[15,43,1] 0.850 0.104 0.665 0.845 1.077
beta4_pH[16,43,1] 1.259 0.475 0.596 1.172 2.457
beta4_pH[1,44,1] 0.555 0.123 0.345 0.547 0.839
beta4_pH[2,44,1] 0.701 0.079 0.560 0.696 0.872
beta4_pH[3,44,1] 0.627 0.099 0.459 0.617 0.849
beta4_pH[4,44,1] 0.845 0.208 0.513 0.817 1.300
beta4_pH[5,44,1] 0.994 0.424 0.403 0.915 2.013
beta4_pH[6,44,1] 1.027 1.180 0.142 0.717 4.010
beta4_pH[7,44,1] 1.198 0.662 0.373 1.049 2.822
beta4_pH[8,44,1] 0.396 0.239 0.114 0.342 1.007
beta4_pH[9,44,1] 1.003 0.892 0.163 0.748 3.426
beta4_pH[10,44,1] 0.576 0.121 0.369 0.569 0.833
beta4_pH[11,44,1] 0.343 0.114 0.171 0.327 0.618
beta4_pH[12,44,1] 0.663 0.361 0.214 0.588 1.566
beta4_pH[13,44,1] 0.552 0.100 0.382 0.546 0.765
beta4_pH[14,44,1] 0.682 0.183 0.399 0.657 1.112
beta4_pH[15,44,1] 0.636 0.082 0.492 0.630 0.810
beta4_pH[16,44,1] 0.448 0.171 0.199 0.420 0.868
beta4_pH[1,45,1] 0.741 0.162 0.477 0.722 1.110
beta4_pH[2,45,1] 0.694 0.084 0.543 0.691 0.867
beta4_pH[3,45,1] 0.752 0.134 0.527 0.741 1.052
beta4_pH[4,45,1] 0.759 0.189 0.457 0.737 1.195
beta4_pH[5,45,1] 1.011 1.120 0.107 0.670 4.047
beta4_pH[6,45,1] 0.984 0.813 0.217 0.787 2.968
beta4_pH[7,45,1] 0.716 0.645 0.134 0.551 2.258
beta4_pH[8,45,1] 1.172 0.535 0.451 1.057 2.547
beta4_pH[9,45,1] 0.099 0.112 0.011 0.065 0.396
beta4_pH[10,45,1] 0.785 0.173 0.502 0.766 1.179
beta4_pH[11,45,1] 0.484 0.106 0.306 0.475 0.721
beta4_pH[12,45,1] 0.793 0.361 0.297 0.728 1.682
beta4_pH[13,45,1] 0.469 0.076 0.339 0.463 0.633
beta4_pH[14,45,1] 0.713 0.169 0.444 0.694 1.099
beta4_pH[15,45,1] 0.512 0.071 0.384 0.508 0.666
beta4_pH[16,45,1] 0.342 0.186 0.097 0.302 0.817
beta4_pH[1,46,1] 0.726 0.130 0.505 0.716 1.018
beta4_pH[2,46,1] 0.665 0.090 0.503 0.660 0.857
beta4_pH[3,46,1] 0.768 0.116 0.567 0.759 1.014
beta4_pH[4,46,1] 0.877 0.325 0.414 0.821 1.702
beta4_pH[5,46,1] 0.933 0.456 0.335 0.841 2.051
beta4_pH[6,46,1] 1.706 1.884 0.147 1.126 6.970
beta4_pH[7,46,1] 1.726 1.272 0.370 1.403 4.999
beta4_pH[8,46,1] 0.955 0.436 0.367 0.865 2.036
beta4_pH[9,46,1] 1.502 1.524 0.202 1.035 5.599
beta4_pH[10,46,1] 0.647 0.151 0.402 0.633 0.993
beta4_pH[11,46,1] 0.730 0.164 0.464 0.708 1.102
beta4_pH[12,46,1] 1.213 0.611 0.427 1.075 2.736
beta4_pH[13,46,1] 0.594 0.182 0.323 0.566 1.016
beta4_pH[14,46,1] 1.002 0.365 0.473 0.941 1.906
beta4_pH[15,46,1] 0.629 0.078 0.486 0.624 0.792
beta4_pH[16,46,1] 0.685 0.286 0.308 0.627 1.399
beta4_pH[1,47,1] 0.610 0.130 0.396 0.595 0.908
beta4_pH[2,47,1] 0.757 0.105 0.575 0.749 0.983
beta4_pH[3,47,1] 0.765 0.112 0.568 0.755 1.014
beta4_pH[4,47,1] 0.567 0.234 0.247 0.527 1.121
beta4_pH[5,47,1] 0.132 0.110 0.026 0.102 0.426
beta4_pH[6,47,1] 0.173 0.110 0.042 0.147 0.455
beta4_pH[7,47,1] 0.481 0.421 0.079 0.362 1.595
beta4_pH[8,47,1] 0.888 0.561 0.231 0.754 2.363
beta4_pH[9,47,1] 0.431 0.482 0.042 0.275 1.824
beta4_pH[10,47,1] 0.774 0.218 0.435 0.745 1.302
beta4_pH[11,47,1] 0.600 0.123 0.399 0.587 0.873
beta4_pH[12,47,1] 1.699 0.959 0.516 1.480 4.177
beta4_pH[13,47,1] 0.694 0.119 0.489 0.687 0.947
beta4_pH[14,47,1] 0.843 0.316 0.408 0.783 1.626
beta4_pH[15,47,1] 0.720 0.119 0.511 0.710 0.984
beta4_pH[16,47,1] 0.860 0.328 0.387 0.798 1.635
beta4_pH[1,1,2] 0.686 0.278 0.308 0.634 1.280
beta4_pH[2,1,2] 0.855 0.213 0.545 0.828 1.257
beta4_pH[3,1,2] 0.911 0.276 0.514 0.869 1.465
beta4_pH[4,1,2] 0.802 0.270 0.430 0.761 1.342
beta4_pH[5,1,2] 0.672 0.549 0.086 0.487 1.969
beta4_pH[6,1,2] 1.927 1.737 0.231 1.350 6.710
beta4_pH[7,1,2] 1.081 0.604 0.350 0.927 2.484
beta4_pH[8,1,2] 0.748 0.425 0.225 0.648 1.715
beta4_pH[9,1,2] 0.925 0.546 0.269 0.780 2.175
beta4_pH[10,1,2] 0.731 0.277 0.346 0.687 1.292
beta4_pH[11,1,2] 0.686 0.246 0.353 0.643 1.192
beta4_pH[12,1,2] 0.932 0.384 0.437 0.840 1.745
beta4_pH[13,1,2] 0.749 0.266 0.381 0.706 1.291
beta4_pH[14,1,2] 1.032 0.335 0.560 0.973 1.703
beta4_pH[15,1,2] 0.925 0.267 0.541 0.891 1.440
beta4_pH[16,1,2] 0.898 0.360 0.419 0.835 1.656
beta4_pH[1,2,2] 0.694 0.285 0.306 0.647 1.279
beta4_pH[2,2,2] 0.857 0.217 0.543 0.829 1.262
beta4_pH[3,2,2] 0.907 0.272 0.513 0.856 1.473
beta4_pH[4,2,2] 0.805 0.269 0.432 0.765 1.341
beta4_pH[5,2,2] 0.653 0.543 0.086 0.471 1.986
beta4_pH[6,2,2] 1.977 1.737 0.240 1.370 6.671
beta4_pH[7,2,2] 1.110 0.620 0.349 0.962 2.504
beta4_pH[8,2,2] 0.754 0.425 0.227 0.656 1.728
beta4_pH[9,2,2] 0.899 0.537 0.271 0.755 2.172
beta4_pH[10,2,2] 0.726 0.277 0.348 0.674 1.291
beta4_pH[11,2,2] 0.682 0.244 0.351 0.640 1.181
beta4_pH[12,2,2] 0.936 0.383 0.437 0.847 1.739
beta4_pH[13,2,2] 0.749 0.269 0.381 0.703 1.281
beta4_pH[14,2,2] 1.030 0.334 0.559 0.986 1.687
beta4_pH[15,2,2] 0.917 0.268 0.535 0.877 1.446
beta4_pH[16,2,2] 0.896 0.362 0.420 0.814 1.649
beta4_pH[1,3,2] 0.690 0.284 0.306 0.639 1.289
beta4_pH[2,3,2] 0.852 0.215 0.543 0.824 1.259
beta4_pH[3,3,2] 0.911 0.272 0.514 0.867 1.463
beta4_pH[4,3,2] 0.810 0.270 0.431 0.768 1.349
beta4_pH[5,3,2] 0.664 0.553 0.083 0.480 2.031
beta4_pH[6,3,2] 1.901 1.688 0.228 1.358 6.463
beta4_pH[7,3,2] 1.092 0.610 0.348 0.938 2.467
beta4_pH[8,3,2] 0.759 0.433 0.229 0.658 1.732
beta4_pH[9,3,2] 0.922 0.531 0.276 0.781 2.152
beta4_pH[10,3,2] 0.721 0.277 0.345 0.674 1.287
beta4_pH[11,3,2] 0.690 0.245 0.351 0.645 1.186
beta4_pH[12,3,2] 0.923 0.375 0.438 0.833 1.720
beta4_pH[13,3,2] 0.741 0.263 0.381 0.692 1.283
beta4_pH[14,3,2] 1.022 0.333 0.562 0.964 1.695
beta4_pH[15,3,2] 0.925 0.265 0.538 0.895 1.446
beta4_pH[16,3,2] 0.901 0.367 0.418 0.825 1.655
beta4_pH[1,4,2] 0.691 0.282 0.303 0.652 1.274
beta4_pH[2,4,2] 0.857 0.214 0.544 0.834 1.260
beta4_pH[3,4,2] 0.911 0.268 0.522 0.872 1.468
beta4_pH[4,4,2] 0.810 0.270 0.433 0.764 1.347
beta4_pH[5,4,2] 0.671 0.546 0.083 0.508 1.995
beta4_pH[6,4,2] 1.916 1.697 0.230 1.355 6.488
beta4_pH[7,4,2] 1.110 0.610 0.349 0.953 2.457
beta4_pH[8,4,2] 0.774 0.431 0.230 0.687 1.735
beta4_pH[9,4,2] 0.941 0.550 0.277 0.795 2.194
beta4_pH[10,4,2] 0.723 0.274 0.346 0.685 1.295
beta4_pH[11,4,2] 0.687 0.246 0.354 0.642 1.183
beta4_pH[12,4,2] 0.940 0.381 0.438 0.855 1.730
beta4_pH[13,4,2] 0.743 0.264 0.380 0.700 1.286
beta4_pH[14,4,2] 1.025 0.334 0.562 0.968 1.702
beta4_pH[15,4,2] 0.911 0.266 0.535 0.872 1.440
beta4_pH[16,4,2] 0.904 0.364 0.420 0.828 1.658
beta4_pH[1,5,2] 0.692 0.280 0.308 0.648 1.290
beta4_pH[2,5,2] 0.854 0.217 0.544 0.823 1.264
beta4_pH[3,5,2] 0.903 0.271 0.517 0.858 1.464
beta4_pH[4,5,2] 0.808 0.272 0.431 0.760 1.340
beta4_pH[5,5,2] 0.661 0.547 0.084 0.482 1.986
beta4_pH[6,5,2] 1.894 1.681 0.229 1.333 6.547
beta4_pH[7,5,2] 1.104 0.628 0.347 0.930 2.482
beta4_pH[8,5,2] 0.771 0.434 0.229 0.676 1.725
beta4_pH[9,5,2] 0.927 0.553 0.272 0.779 2.195
beta4_pH[10,5,2] 0.730 0.277 0.346 0.689 1.295
beta4_pH[11,5,2] 0.690 0.246 0.350 0.648 1.191
beta4_pH[12,5,2] 0.911 0.376 0.438 0.825 1.718
beta4_pH[13,5,2] 0.752 0.270 0.379 0.713 1.297
beta4_pH[14,5,2] 1.031 0.337 0.563 0.980 1.695
beta4_pH[15,5,2] 0.916 0.269 0.537 0.865 1.445
beta4_pH[16,5,2] 0.892 0.359 0.420 0.816 1.650
beta4_pH[1,6,2] 0.691 0.289 0.305 0.638 1.292
beta4_pH[2,6,2] 0.863 0.218 0.545 0.836 1.263
beta4_pH[3,6,2] 0.910 0.273 0.518 0.857 1.472
beta4_pH[4,6,2] 0.801 0.269 0.431 0.757 1.338
beta4_pH[5,6,2] 0.660 0.544 0.085 0.487 1.975
beta4_pH[6,6,2] 1.969 1.741 0.231 1.357 6.700
beta4_pH[7,6,2] 1.094 0.609 0.349 0.945 2.476
beta4_pH[8,6,2] 0.755 0.432 0.225 0.662 1.729
beta4_pH[9,6,2] 0.929 0.551 0.280 0.773 2.232
beta4_pH[10,6,2] 0.724 0.274 0.347 0.676 1.280
beta4_pH[11,6,2] 0.689 0.244 0.355 0.639 1.191
beta4_pH[12,6,2] 0.920 0.376 0.433 0.835 1.720
beta4_pH[13,6,2] 0.756 0.271 0.380 0.712 1.301
beta4_pH[14,6,2] 1.032 0.341 0.559 0.974 1.717
beta4_pH[15,6,2] 0.909 0.270 0.535 0.863 1.448
beta4_pH[16,6,2] 0.891 0.358 0.420 0.822 1.645
beta4_pH[1,7,2] 0.692 0.281 0.304 0.647 1.275
beta4_pH[2,7,2] 0.849 0.216 0.543 0.822 1.261
beta4_pH[3,7,2] 0.902 0.270 0.514 0.862 1.469
beta4_pH[4,7,2] 0.813 0.274 0.431 0.779 1.347
beta4_pH[5,7,2] 0.652 0.539 0.084 0.482 1.956
beta4_pH[6,7,2] 2.035 1.801 0.234 1.406 6.786
beta4_pH[7,7,2] 1.098 0.612 0.346 0.955 2.491
beta4_pH[8,7,2] 0.764 0.434 0.224 0.660 1.722
beta4_pH[9,7,2] 0.923 0.542 0.273 0.775 2.191
beta4_pH[10,7,2] 0.725 0.276 0.344 0.680 1.286
beta4_pH[11,7,2] 0.688 0.245 0.353 0.647 1.190
beta4_pH[12,7,2] 0.924 0.375 0.438 0.836 1.717
beta4_pH[13,7,2] 0.751 0.269 0.382 0.698 1.300
beta4_pH[14,7,2] 1.026 0.340 0.557 0.968 1.705
beta4_pH[15,7,2] 0.910 0.268 0.535 0.864 1.440
beta4_pH[16,7,2] 0.898 0.360 0.420 0.828 1.660
beta4_pH[1,8,2] 0.690 0.283 0.303 0.642 1.278
beta4_pH[2,8,2] 0.853 0.216 0.547 0.823 1.258
beta4_pH[3,8,2] 0.903 0.267 0.517 0.863 1.466
beta4_pH[4,8,2] 0.807 0.270 0.432 0.764 1.347
beta4_pH[5,8,2] 0.659 0.548 0.083 0.482 1.988
beta4_pH[6,8,2] 1.916 1.709 0.234 1.352 6.634
beta4_pH[7,8,2] 1.094 0.608 0.346 0.946 2.496
beta4_pH[8,8,2] 0.765 0.434 0.226 0.664 1.737
beta4_pH[9,8,2] 0.920 0.542 0.277 0.783 2.172
beta4_pH[10,8,2] 0.715 0.274 0.345 0.658 1.290
beta4_pH[11,8,2] 0.691 0.245 0.351 0.651 1.190
beta4_pH[12,8,2] 0.929 0.382 0.437 0.839 1.736
beta4_pH[13,8,2] 0.745 0.268 0.379 0.695 1.287
beta4_pH[14,8,2] 1.025 0.335 0.566 0.962 1.710
beta4_pH[15,8,2] 0.913 0.263 0.539 0.874 1.442
beta4_pH[16,8,2] 0.897 0.361 0.421 0.821 1.656
beta4_pH[1,9,2] 0.697 0.280 0.307 0.654 1.278
beta4_pH[2,9,2] 0.855 0.218 0.543 0.824 1.265
beta4_pH[3,9,2] 0.893 0.265 0.512 0.854 1.456
beta4_pH[4,9,2] 0.801 0.272 0.430 0.750 1.357
beta4_pH[5,9,2] 0.662 0.544 0.085 0.492 1.953
beta4_pH[6,9,2] 1.935 1.710 0.230 1.365 6.633
beta4_pH[7,9,2] 1.081 0.612 0.345 0.916 2.501
beta4_pH[8,9,2] 0.770 0.429 0.224 0.692 1.740
beta4_pH[9,9,2] 0.937 0.560 0.276 0.783 2.192
beta4_pH[10,9,2] 0.732 0.276 0.348 0.684 1.285
beta4_pH[11,9,2] 0.694 0.245 0.354 0.656 1.195
beta4_pH[12,9,2] 0.926 0.378 0.438 0.834 1.727
beta4_pH[13,9,2] 0.744 0.268 0.377 0.695 1.298
beta4_pH[14,9,2] 1.022 0.339 0.560 0.969 1.699
beta4_pH[15,9,2] 0.913 0.271 0.537 0.862 1.448
beta4_pH[16,9,2] 0.894 0.356 0.421 0.822 1.642
beta4_pH[1,10,2] 0.706 0.286 0.306 0.659 1.290
beta4_pH[2,10,2] 0.851 0.217 0.543 0.818 1.260
beta4_pH[3,10,2] 0.909 0.266 0.518 0.873 1.456
beta4_pH[4,10,2] 0.807 0.269 0.431 0.766 1.345
beta4_pH[5,10,2] 0.660 0.540 0.085 0.496 1.958
beta4_pH[6,10,2] 1.949 1.759 0.238 1.366 6.800
beta4_pH[7,10,2] 1.103 0.615 0.348 0.957 2.476
beta4_pH[8,10,2] 0.755 0.432 0.226 0.658 1.715
beta4_pH[9,10,2] 0.921 0.541 0.274 0.784 2.193
beta4_pH[10,10,2] 0.728 0.283 0.345 0.686 1.292
beta4_pH[11,10,2] 0.686 0.244 0.352 0.644 1.191
beta4_pH[12,10,2] 0.932 0.377 0.436 0.848 1.720
beta4_pH[13,10,2] 0.752 0.268 0.381 0.707 1.292
beta4_pH[14,10,2] 1.030 0.336 0.561 0.970 1.707
beta4_pH[15,10,2] 0.906 0.267 0.537 0.864 1.435
beta4_pH[16,10,2] 0.912 0.367 0.419 0.831 1.660
beta4_pH[1,11,2] 0.697 0.285 0.307 0.655 1.289
beta4_pH[2,11,2] 0.850 0.215 0.544 0.818 1.261
beta4_pH[3,11,2] 0.897 0.272 0.516 0.853 1.466
beta4_pH[4,11,2] 0.814 0.270 0.432 0.775 1.349
beta4_pH[5,11,2] 0.645 0.535 0.084 0.462 1.990
beta4_pH[6,11,2] 1.882 1.690 0.229 1.349 6.571
beta4_pH[7,11,2] 1.102 0.613 0.348 0.959 2.497
beta4_pH[8,11,2] 0.762 0.434 0.228 0.657 1.735
beta4_pH[9,11,2] 0.934 0.545 0.276 0.788 2.169
beta4_pH[10,11,2] 0.729 0.275 0.347 0.686 1.291
beta4_pH[11,11,2] 0.692 0.243 0.354 0.657 1.185
beta4_pH[12,11,2] 0.930 0.380 0.439 0.842 1.737
beta4_pH[13,11,2] 0.745 0.269 0.379 0.699 1.303
beta4_pH[14,11,2] 1.030 0.334 0.563 0.972 1.697
beta4_pH[15,11,2] 0.919 0.266 0.539 0.880 1.440
beta4_pH[16,11,2] 0.907 0.364 0.420 0.839 1.664
beta4_pH[1,12,2] 0.689 0.282 0.307 0.638 1.286
beta4_pH[2,12,2] 0.848 0.214 0.543 0.817 1.258
beta4_pH[3,12,2] 0.905 0.270 0.514 0.870 1.465
beta4_pH[4,12,2] 0.800 0.269 0.430 0.754 1.339
beta4_pH[5,12,2] 0.665 0.552 0.083 0.483 1.997
beta4_pH[6,12,2] 1.958 1.753 0.228 1.370 6.680
beta4_pH[7,12,2] 1.097 0.611 0.349 0.945 2.489
beta4_pH[8,12,2] 0.757 0.425 0.230 0.658 1.723
beta4_pH[9,12,2] 0.934 0.543 0.272 0.797 2.197
beta4_pH[10,12,2] 0.721 0.277 0.343 0.675 1.289
beta4_pH[11,12,2] 0.687 0.247 0.351 0.647 1.179
beta4_pH[12,12,2] 0.941 0.385 0.437 0.851 1.744
beta4_pH[13,12,2] 0.747 0.266 0.381 0.700 1.291
beta4_pH[14,12,2] 1.038 0.338 0.564 0.985 1.692
beta4_pH[15,12,2] 0.905 0.265 0.536 0.863 1.435
beta4_pH[16,12,2] 0.894 0.355 0.420 0.835 1.646
beta4_pH[1,13,2] 0.694 0.286 0.304 0.639 1.286
beta4_pH[2,13,2] 0.846 0.216 0.541 0.813 1.260
beta4_pH[3,13,2] 0.912 0.273 0.515 0.870 1.472
beta4_pH[4,13,2] 0.811 0.269 0.430 0.772 1.343
beta4_pH[5,13,2] 0.655 0.543 0.084 0.484 1.979
beta4_pH[6,13,2] 1.986 1.768 0.239 1.386 6.807
beta4_pH[7,13,2] 1.087 0.604 0.343 0.934 2.466
beta4_pH[8,13,2] 0.752 0.419 0.226 0.657 1.721
beta4_pH[9,13,2] 0.925 0.545 0.277 0.777 2.187
beta4_pH[10,13,2] 0.729 0.277 0.345 0.683 1.298
beta4_pH[11,13,2] 0.698 0.248 0.354 0.664 1.199
beta4_pH[12,13,2] 0.933 0.380 0.435 0.849 1.731
beta4_pH[13,13,2] 0.741 0.264 0.378 0.695 1.290
beta4_pH[14,13,2] 1.033 0.343 0.561 0.971 1.710
beta4_pH[15,13,2] 0.911 0.263 0.539 0.873 1.433
beta4_pH[16,13,2] 0.892 0.361 0.421 0.822 1.656
beta4_pH[1,14,2] 0.699 0.286 0.304 0.655 1.283
beta4_pH[2,14,2] 0.856 0.216 0.546 0.828 1.264
beta4_pH[3,14,2] 0.864 0.264 0.511 0.813 1.455
beta4_pH[4,14,2] 0.816 0.272 0.430 0.784 1.350
beta4_pH[5,14,2] 0.659 0.549 0.083 0.480 1.987
beta4_pH[6,14,2] 1.945 1.787 0.231 1.338 6.882
beta4_pH[7,14,2] 1.099 0.622 0.345 0.934 2.516
beta4_pH[8,14,2] 0.762 0.432 0.226 0.664 1.752
beta4_pH[9,14,2] 0.932 0.545 0.275 0.786 2.188
beta4_pH[10,14,2] 0.725 0.278 0.347 0.681 1.288
beta4_pH[11,14,2] 0.686 0.245 0.350 0.643 1.190
beta4_pH[12,14,2] 0.934 0.385 0.435 0.842 1.746
beta4_pH[13,14,2] 0.738 0.267 0.380 0.687 1.286
beta4_pH[14,14,2] 1.038 0.335 0.561 0.990 1.694
beta4_pH[15,14,2] 0.905 0.267 0.536 0.857 1.439
beta4_pH[16,14,2] 0.901 0.361 0.418 0.829 1.646
beta4_pH[1,15,2] 0.702 0.286 0.308 0.655 1.288
beta4_pH[2,15,2] 0.866 0.215 0.544 0.848 1.264
beta4_pH[3,15,2] 0.947 0.269 0.522 0.915 1.479
beta4_pH[4,15,2] 0.815 0.270 0.431 0.780 1.350
beta4_pH[5,15,2] 0.649 0.534 0.085 0.488 1.948
beta4_pH[6,15,2] 1.871 1.701 0.225 1.297 6.585
beta4_pH[7,15,2] 1.099 0.604 0.346 0.959 2.462
beta4_pH[8,15,2] 0.756 0.423 0.228 0.667 1.726
beta4_pH[9,15,2] 0.932 0.549 0.274 0.797 2.191
beta4_pH[10,15,2] 0.738 0.278 0.344 0.703 1.294
beta4_pH[11,15,2] 0.704 0.245 0.355 0.665 1.193
beta4_pH[12,15,2] 0.925 0.381 0.437 0.829 1.713
beta4_pH[13,15,2] 0.771 0.269 0.383 0.735 1.294
beta4_pH[14,15,2] 1.034 0.338 0.563 0.978 1.702
beta4_pH[15,15,2] 0.929 0.266 0.539 0.896 1.445
beta4_pH[16,15,2] 0.904 0.362 0.421 0.826 1.646
beta4_pH[1,16,2] 0.692 0.282 0.306 0.653 1.267
beta4_pH[2,16,2] 0.864 0.215 0.544 0.839 1.268
beta4_pH[3,16,2] 0.936 0.273 0.522 0.898 1.475
beta4_pH[4,16,2] 0.818 0.274 0.431 0.780 1.350
beta4_pH[5,16,2] 0.647 0.536 0.084 0.483 1.971
beta4_pH[6,16,2] 1.947 1.749 0.237 1.331 6.554
beta4_pH[7,16,2] 1.116 0.615 0.347 0.971 2.484
beta4_pH[8,16,2] 0.758 0.426 0.225 0.666 1.733
beta4_pH[9,16,2] 0.939 0.538 0.280 0.796 2.188
beta4_pH[10,16,2] 0.726 0.275 0.345 0.677 1.287
beta4_pH[11,16,2] 0.681 0.246 0.353 0.634 1.200
beta4_pH[12,16,2] 0.943 0.379 0.437 0.868 1.724
beta4_pH[13,16,2] 0.751 0.268 0.382 0.700 1.288
beta4_pH[14,16,2] 1.014 0.332 0.562 0.949 1.699
beta4_pH[15,16,2] 0.916 0.265 0.537 0.868 1.444
beta4_pH[16,16,2] 0.904 0.359 0.420 0.829 1.660
beta4_pH[1,17,2] 0.689 0.282 0.303 0.641 1.283
beta4_pH[2,17,2] 0.852 0.214 0.546 0.822 1.259
beta4_pH[3,17,2] 0.930 0.269 0.518 0.890 1.472
beta4_pH[4,17,2] 0.811 0.272 0.432 0.765 1.351
beta4_pH[5,17,2] 0.654 0.546 0.085 0.478 1.997
beta4_pH[6,17,2] 1.911 1.697 0.232 1.336 6.582
beta4_pH[7,17,2] 1.102 0.619 0.346 0.958 2.507
beta4_pH[8,17,2] 0.765 0.432 0.227 0.666 1.722
beta4_pH[9,17,2] 0.924 0.546 0.276 0.762 2.217
beta4_pH[10,17,2] 0.724 0.279 0.343 0.679 1.294
beta4_pH[11,17,2] 0.687 0.243 0.352 0.643 1.188
beta4_pH[12,17,2] 0.931 0.378 0.442 0.844 1.728
beta4_pH[13,17,2] 0.747 0.266 0.382 0.699 1.288
beta4_pH[14,17,2] 1.043 0.337 0.564 0.994 1.709
beta4_pH[15,17,2] 0.899 0.262 0.537 0.850 1.424
beta4_pH[16,17,2] 0.894 0.368 0.419 0.815 1.655
beta4_pH[1,18,2] 0.684 0.279 0.306 0.638 1.268
beta4_pH[2,18,2] 0.854 0.214 0.544 0.827 1.259
beta4_pH[3,18,2] 0.909 0.271 0.517 0.870 1.469
beta4_pH[4,18,2] 0.818 0.272 0.431 0.778 1.356
beta4_pH[5,18,2] 0.666 0.553 0.085 0.488 1.987
beta4_pH[6,18,2] 1.944 1.728 0.234 1.353 6.583
beta4_pH[7,18,2] 1.094 0.616 0.346 0.933 2.457
beta4_pH[8,18,2] 0.763 0.430 0.229 0.660 1.720
beta4_pH[9,18,2] 0.911 0.530 0.274 0.768 2.156
beta4_pH[10,18,2] 0.725 0.273 0.348 0.680 1.281
beta4_pH[11,18,2] 0.687 0.243 0.353 0.649 1.184
beta4_pH[12,18,2] 0.935 0.382 0.438 0.847 1.723
beta4_pH[13,18,2] 0.749 0.265 0.379 0.706 1.292
beta4_pH[14,18,2] 1.032 0.341 0.564 0.976 1.701
beta4_pH[15,18,2] 0.915 0.269 0.536 0.868 1.446
beta4_pH[16,18,2] 0.898 0.355 0.420 0.834 1.657
beta4_pH[1,19,2] 0.703 0.282 0.307 0.661 1.280
beta4_pH[2,19,2] 0.858 0.216 0.542 0.833 1.263
beta4_pH[3,19,2] 0.910 0.269 0.519 0.870 1.467
beta4_pH[4,19,2] 0.816 0.266 0.432 0.778 1.351
beta4_pH[5,19,2] 0.660 0.541 0.084 0.485 1.969
beta4_pH[6,19,2] 1.976 1.750 0.237 1.388 6.731
beta4_pH[7,19,2] 1.126 0.620 0.348 0.981 2.505
beta4_pH[8,19,2] 0.770 0.434 0.226 0.671 1.738
beta4_pH[9,19,2] 0.914 0.538 0.276 0.764 2.165
beta4_pH[10,19,2] 0.722 0.276 0.348 0.669 1.283
beta4_pH[11,19,2] 0.687 0.246 0.353 0.644 1.189
beta4_pH[12,19,2] 0.931 0.382 0.434 0.847 1.732
beta4_pH[13,19,2] 0.750 0.265 0.382 0.713 1.285
beta4_pH[14,19,2] 1.015 0.335 0.559 0.949 1.698
beta4_pH[15,19,2] 0.925 0.267 0.540 0.893 1.443
beta4_pH[16,19,2] 0.898 0.358 0.422 0.819 1.636
beta4_pH[1,20,2] 0.690 0.285 0.307 0.639 1.280
beta4_pH[2,20,2] 0.860 0.216 0.545 0.837 1.264
beta4_pH[3,20,2] 0.912 0.272 0.514 0.867 1.465
beta4_pH[4,20,2] 0.812 0.270 0.434 0.770 1.346
beta4_pH[5,20,2] 0.653 0.544 0.084 0.477 1.965
beta4_pH[6,20,2] 1.955 1.781 0.226 1.320 6.806
beta4_pH[7,20,2] 1.121 0.635 0.348 0.956 2.529
beta4_pH[8,20,2] 0.749 0.427 0.225 0.655 1.718
beta4_pH[9,20,2] 0.915 0.542 0.274 0.769 2.191
beta4_pH[10,20,2] 0.731 0.281 0.343 0.688 1.295
beta4_pH[11,20,2] 0.688 0.248 0.350 0.646 1.197
beta4_pH[12,20,2] 0.924 0.375 0.437 0.837 1.723
beta4_pH[13,20,2] 0.744 0.267 0.381 0.692 1.297
beta4_pH[14,20,2] 1.048 0.343 0.562 0.990 1.703
beta4_pH[15,20,2] 0.913 0.267 0.535 0.868 1.440
beta4_pH[16,20,2] 0.887 0.351 0.420 0.815 1.651
beta4_pH[1,21,2] 0.695 0.285 0.305 0.647 1.287
beta4_pH[2,21,2] 0.845 0.213 0.545 0.817 1.261
beta4_pH[3,21,2] 0.932 0.270 0.524 0.892 1.465
beta4_pH[4,21,2] 0.809 0.269 0.432 0.770 1.348
beta4_pH[5,21,2] 0.661 0.545 0.085 0.488 1.996
beta4_pH[6,21,2] 1.865 1.663 0.229 1.323 6.594
beta4_pH[7,21,2] 1.089 0.613 0.347 0.924 2.493
beta4_pH[8,21,2] 0.761 0.425 0.226 0.668 1.726
beta4_pH[9,21,2] 0.934 0.551 0.274 0.784 2.195
beta4_pH[10,21,2] 0.731 0.279 0.346 0.692 1.298
beta4_pH[11,21,2] 0.682 0.246 0.351 0.637 1.186
beta4_pH[12,21,2] 0.925 0.382 0.441 0.834 1.730
beta4_pH[13,21,2] 0.748 0.269 0.376 0.706 1.299
beta4_pH[14,21,2] 1.030 0.336 0.560 0.979 1.705
beta4_pH[15,21,2] 0.907 0.266 0.538 0.863 1.435
beta4_pH[16,21,2] 0.899 0.364 0.422 0.822 1.654
beta4_pH[1,22,2] 0.682 0.279 0.307 0.636 1.277
beta4_pH[2,22,2] 0.848 0.212 0.542 0.822 1.260
beta4_pH[3,22,2] 0.868 0.254 0.514 0.826 1.430
beta4_pH[4,22,2] 0.829 0.269 0.432 0.792 1.344
beta4_pH[5,22,2] 0.646 0.533 0.085 0.465 1.971
beta4_pH[6,22,2] 1.945 1.739 0.234 1.371 6.670
beta4_pH[7,22,2] 1.076 0.605 0.348 0.926 2.472
beta4_pH[8,22,2] 0.751 0.425 0.225 0.663 1.703
beta4_pH[9,22,2] 0.938 0.545 0.278 0.789 2.195
beta4_pH[10,22,2] 0.724 0.278 0.346 0.673 1.291
beta4_pH[11,22,2] 0.691 0.248 0.353 0.648 1.194
beta4_pH[12,22,2] 0.932 0.380 0.438 0.842 1.723
beta4_pH[13,22,2] 0.750 0.269 0.379 0.704 1.293
beta4_pH[14,22,2] 1.021 0.332 0.562 0.973 1.705
beta4_pH[15,22,2] 0.910 0.267 0.538 0.865 1.440
beta4_pH[16,22,2] 0.897 0.361 0.420 0.827 1.659
beta4_pH[1,23,2] 0.695 0.284 0.305 0.650 1.283
beta4_pH[2,23,2] 0.862 0.216 0.545 0.837 1.267
beta4_pH[3,23,2] 0.969 0.265 0.528 0.942 1.475
beta4_pH[4,23,2] 0.820 0.274 0.428 0.781 1.350
beta4_pH[5,23,2] 0.656 0.550 0.085 0.477 2.014
beta4_pH[6,23,2] 1.931 1.722 0.231 1.359 6.690
beta4_pH[7,23,2] 1.107 0.620 0.346 0.955 2.494
beta4_pH[8,23,2] 0.770 0.435 0.226 0.678 1.735
beta4_pH[9,23,2] 0.932 0.543 0.276 0.798 2.182
beta4_pH[10,23,2] 0.731 0.276 0.346 0.688 1.290
beta4_pH[11,23,2] 0.689 0.244 0.351 0.650 1.179
beta4_pH[12,23,2] 0.921 0.380 0.439 0.818 1.738
beta4_pH[13,23,2] 0.746 0.269 0.380 0.698 1.283
beta4_pH[14,23,2] 1.028 0.333 0.565 0.975 1.696
beta4_pH[15,23,2] 0.910 0.270 0.535 0.872 1.445
beta4_pH[16,23,2] 0.894 0.360 0.417 0.815 1.653
beta4_pH[1,24,2] 0.691 0.284 0.305 0.644 1.284
beta4_pH[2,24,2] 0.865 0.218 0.541 0.836 1.267
beta4_pH[3,24,2] 0.923 0.264 0.523 0.887 1.465
beta4_pH[4,24,2] 0.842 0.270 0.437 0.814 1.356
beta4_pH[5,24,2] 0.646 0.543 0.085 0.466 1.988
beta4_pH[6,24,2] 1.947 1.740 0.230 1.356 6.729
beta4_pH[7,24,2] 1.095 0.605 0.344 0.958 2.453
beta4_pH[8,24,2] 0.762 0.435 0.223 0.669 1.749
beta4_pH[9,24,2] 0.925 0.541 0.275 0.781 2.159
beta4_pH[10,24,2] 0.724 0.275 0.347 0.679 1.289
beta4_pH[11,24,2] 0.682 0.250 0.351 0.625 1.194
beta4_pH[12,24,2] 0.931 0.383 0.438 0.839 1.730
beta4_pH[13,24,2] 0.754 0.268 0.378 0.703 1.291
beta4_pH[14,24,2] 1.033 0.334 0.563 0.981 1.698
beta4_pH[15,24,2] 0.921 0.265 0.540 0.880 1.442
beta4_pH[16,24,2] 0.899 0.363 0.424 0.824 1.660
beta4_pH[1,25,2] 0.690 0.281 0.305 0.645 1.280
beta4_pH[2,25,2] 0.858 0.212 0.545 0.834 1.256
beta4_pH[3,25,2] 0.977 0.272 0.534 0.943 1.487
beta4_pH[4,25,2] 0.809 0.269 0.432 0.765 1.341
beta4_pH[5,25,2] 0.664 0.551 0.085 0.490 2.001
beta4_pH[6,25,2] 1.946 1.735 0.230 1.333 6.585
beta4_pH[7,25,2] 1.106 0.606 0.351 0.963 2.445
beta4_pH[8,25,2] 0.768 0.437 0.225 0.664 1.728
beta4_pH[9,25,2] 0.936 0.549 0.274 0.780 2.186
beta4_pH[10,25,2] 0.722 0.274 0.344 0.674 1.286
beta4_pH[11,25,2] 0.682 0.246 0.349 0.637 1.194
beta4_pH[12,25,2] 0.924 0.371 0.437 0.841 1.723
beta4_pH[13,25,2] 0.747 0.267 0.383 0.700 1.297
beta4_pH[14,25,2] 1.043 0.339 0.560 0.996 1.699
beta4_pH[15,25,2] 0.919 0.266 0.541 0.881 1.441
beta4_pH[16,25,2] 0.904 0.358 0.426 0.833 1.639
beta4_pH[1,26,2] 0.690 0.283 0.305 0.637 1.281
beta4_pH[2,26,2] 0.850 0.214 0.546 0.820 1.262
beta4_pH[3,26,2] 0.909 0.266 0.518 0.864 1.472
beta4_pH[4,26,2] 0.792 0.274 0.428 0.744 1.352
beta4_pH[5,26,2] 0.661 0.539 0.087 0.498 1.967
beta4_pH[6,26,2] 1.942 1.703 0.232 1.363 6.693
beta4_pH[7,26,2] 1.116 0.622 0.348 0.965 2.499
beta4_pH[8,26,2] 0.754 0.425 0.225 0.663 1.726
beta4_pH[9,26,2] 0.928 0.545 0.275 0.784 2.183
beta4_pH[10,26,2] 0.729 0.277 0.348 0.685 1.298
beta4_pH[11,26,2] 0.698 0.249 0.353 0.649 1.197
beta4_pH[12,26,2] 0.923 0.380 0.435 0.841 1.731
beta4_pH[13,26,2] 0.757 0.269 0.378 0.715 1.294
beta4_pH[14,26,2] 1.040 0.338 0.562 0.986 1.702
beta4_pH[15,26,2] 0.919 0.268 0.539 0.880 1.445
beta4_pH[16,26,2] 0.910 0.363 0.422 0.836 1.660
beta4_pH[1,27,2] 0.700 0.289 0.304 0.652 1.288
beta4_pH[2,27,2] 0.866 0.215 0.547 0.844 1.267
beta4_pH[3,27,2] 0.971 0.265 0.537 0.935 1.472
beta4_pH[4,27,2] 0.815 0.273 0.429 0.771 1.357
beta4_pH[5,27,2] 0.656 0.543 0.083 0.481 2.004
beta4_pH[6,27,2] 1.955 1.753 0.231 1.344 6.679
beta4_pH[7,27,2] 1.088 0.605 0.351 0.930 2.473
beta4_pH[8,27,2] 0.745 0.427 0.223 0.642 1.725
beta4_pH[9,27,2] 0.935 0.549 0.274 0.792 2.200
beta4_pH[10,27,2] 0.725 0.273 0.346 0.677 1.282
beta4_pH[11,27,2] 0.697 0.249 0.351 0.651 1.196
beta4_pH[12,27,2] 0.936 0.377 0.438 0.859 1.725
beta4_pH[13,27,2] 0.765 0.271 0.382 0.723 1.296
beta4_pH[14,27,2] 1.032 0.337 0.557 0.979 1.706
beta4_pH[15,27,2] 0.926 0.268 0.536 0.887 1.446
beta4_pH[16,27,2] 0.912 0.360 0.424 0.839 1.650
beta4_pH[1,28,2] 0.699 0.291 0.306 0.652 1.291
beta4_pH[2,28,2] 0.856 0.213 0.544 0.830 1.257
beta4_pH[3,28,2] 0.829 0.259 0.508 0.768 1.446
beta4_pH[4,28,2] 0.812 0.274 0.427 0.769 1.349
beta4_pH[5,28,2] 0.619 0.527 0.083 0.441 1.955
beta4_pH[6,28,2] 1.864 1.654 0.232 1.330 6.439
beta4_pH[7,28,2] 1.100 0.611 0.351 0.946 2.490
beta4_pH[8,28,2] 0.768 0.432 0.225 0.673 1.734
beta4_pH[9,28,2] 0.937 0.550 0.275 0.795 2.194
beta4_pH[10,28,2] 0.730 0.276 0.348 0.685 1.294
beta4_pH[11,28,2] 0.692 0.247 0.350 0.647 1.189
beta4_pH[12,28,2] 0.916 0.373 0.437 0.828 1.721
beta4_pH[13,28,2] 0.742 0.265 0.379 0.694 1.292
beta4_pH[14,28,2] 1.033 0.343 0.561 0.967 1.702
beta4_pH[15,28,2] 0.901 0.266 0.536 0.859 1.436
beta4_pH[16,28,2] 0.882 0.353 0.419 0.798 1.648
beta4_pH[1,29,2] 0.692 0.281 0.308 0.642 1.277
beta4_pH[2,29,2] 0.858 0.216 0.547 0.831 1.262
beta4_pH[3,29,2] 0.937 0.262 0.531 0.901 1.467
beta4_pH[4,29,2] 0.799 0.273 0.429 0.749 1.338
beta4_pH[5,29,2] 0.649 0.542 0.084 0.472 2.004
beta4_pH[6,29,2] 1.932 1.752 0.226 1.325 6.653
beta4_pH[7,29,2] 1.095 0.607 0.348 0.954 2.470
beta4_pH[8,29,2] 0.764 0.435 0.224 0.669 1.746
beta4_pH[9,29,2] 0.905 0.539 0.278 0.757 2.171
beta4_pH[10,29,2] 0.718 0.274 0.344 0.668 1.290
beta4_pH[11,29,2] 0.689 0.241 0.351 0.651 1.182
beta4_pH[12,29,2] 0.932 0.378 0.436 0.848 1.726
beta4_pH[13,29,2] 0.756 0.267 0.381 0.716 1.293
beta4_pH[14,29,2] 1.029 0.342 0.565 0.967 1.699
beta4_pH[15,29,2] 0.931 0.269 0.543 0.897 1.450
beta4_pH[16,29,2] 0.907 0.366 0.418 0.836 1.656
beta4_pH[1,30,2] 0.690 0.283 0.304 0.640 1.277
beta4_pH[2,30,2] 0.862 0.214 0.545 0.838 1.260
beta4_pH[3,30,2] 0.919 0.269 0.515 0.877 1.476
beta4_pH[4,30,2] 0.798 0.269 0.430 0.751 1.342
beta4_pH[5,30,2] 0.637 0.535 0.085 0.452 1.935
beta4_pH[6,30,2] 1.915 1.715 0.230 1.353 6.663
beta4_pH[7,30,2] 1.102 0.618 0.350 0.951 2.480
beta4_pH[8,30,2] 0.749 0.421 0.226 0.654 1.713
beta4_pH[9,30,2] 0.932 0.551 0.272 0.788 2.194
beta4_pH[10,30,2] 0.730 0.276 0.344 0.693 1.288
beta4_pH[11,30,2] 0.682 0.241 0.353 0.642 1.180
beta4_pH[12,30,2] 0.930 0.379 0.435 0.850 1.721
beta4_pH[13,30,2] 0.750 0.269 0.383 0.699 1.299
beta4_pH[14,30,2] 1.029 0.335 0.563 0.970 1.695
beta4_pH[15,30,2] 0.915 0.266 0.540 0.877 1.442
beta4_pH[16,30,2] 0.879 0.357 0.417 0.803 1.639
beta4_pH[1,31,2] 0.698 0.287 0.304 0.646 1.287
beta4_pH[2,31,2] 0.859 0.217 0.541 0.836 1.257
beta4_pH[3,31,2] 0.901 0.269 0.518 0.856 1.458
beta4_pH[4,31,2] 0.799 0.270 0.429 0.755 1.345
beta4_pH[5,31,2] 0.626 0.531 0.082 0.443 1.941
beta4_pH[6,31,2] 1.956 1.753 0.235 1.339 6.763
beta4_pH[7,31,2] 1.081 0.611 0.347 0.935 2.488
beta4_pH[8,31,2] 0.770 0.430 0.226 0.685 1.741
beta4_pH[9,31,2] 0.941 0.548 0.280 0.789 2.193
beta4_pH[10,31,2] 0.729 0.276 0.347 0.682 1.287
beta4_pH[11,31,2] 0.667 0.242 0.352 0.618 1.175
beta4_pH[12,31,2] 0.926 0.373 0.435 0.846 1.723
beta4_pH[13,31,2] 0.716 0.263 0.378 0.659 1.280
beta4_pH[14,31,2] 1.038 0.338 0.559 0.978 1.706
beta4_pH[15,31,2] 0.899 0.265 0.533 0.851 1.435
beta4_pH[16,31,2] 0.878 0.363 0.419 0.791 1.643
beta4_pH[1,32,2] 0.704 0.283 0.306 0.667 1.290
beta4_pH[2,32,2] 0.845 0.216 0.541 0.810 1.261
beta4_pH[3,32,2] 0.893 0.268 0.514 0.848 1.458
beta4_pH[4,32,2] 0.805 0.268 0.432 0.762 1.339
beta4_pH[5,32,2] 0.656 0.542 0.085 0.478 1.998
beta4_pH[6,32,2] 1.905 1.686 0.226 1.332 6.635
beta4_pH[7,32,2] 1.070 0.607 0.346 0.914 2.500
beta4_pH[8,32,2] 0.752 0.424 0.225 0.662 1.706
beta4_pH[9,32,2] 0.925 0.536 0.274 0.791 2.193
beta4_pH[10,32,2] 0.724 0.277 0.345 0.680 1.284
beta4_pH[11,32,2] 0.677 0.246 0.351 0.628 1.188
beta4_pH[12,32,2] 0.922 0.377 0.438 0.841 1.708
beta4_pH[13,32,2] 0.746 0.265 0.379 0.706 1.282
beta4_pH[14,32,2] 1.030 0.338 0.565 0.969 1.703
beta4_pH[15,32,2] 0.905 0.268 0.538 0.857 1.445
beta4_pH[16,32,2] 0.892 0.361 0.417 0.814 1.659
beta4_pH[1,33,2] 0.698 0.285 0.303 0.657 1.289
beta4_pH[2,33,2] 0.838 0.210 0.542 0.804 1.254
beta4_pH[3,33,2] 0.882 0.267 0.515 0.838 1.456
beta4_pH[4,33,2] 0.806 0.270 0.430 0.765 1.341
beta4_pH[5,33,2] 0.656 0.550 0.083 0.479 1.996
beta4_pH[6,33,2] 1.911 1.695 0.226 1.351 6.433
beta4_pH[7,33,2] 1.105 0.621 0.346 0.953 2.506
beta4_pH[8,33,2] 0.748 0.428 0.226 0.655 1.721
beta4_pH[9,33,2] 0.924 0.545 0.275 0.768 2.177
beta4_pH[10,33,2] 0.726 0.277 0.345 0.680 1.282
beta4_pH[11,33,2] 0.666 0.242 0.350 0.620 1.191
beta4_pH[12,33,2] 0.925 0.378 0.432 0.845 1.735
beta4_pH[13,33,2] 0.720 0.261 0.378 0.662 1.282
beta4_pH[14,33,2] 1.041 0.337 0.563 0.997 1.704
beta4_pH[15,33,2] 0.893 0.266 0.536 0.841 1.436
beta4_pH[16,33,2] 0.875 0.359 0.416 0.790 1.653
beta4_pH[1,34,2] 0.684 0.281 0.306 0.631 1.275
beta4_pH[2,34,2] 0.843 0.214 0.543 0.813 1.259
beta4_pH[3,34,2] 0.890 0.269 0.514 0.840 1.464
beta4_pH[4,34,2] 0.808 0.273 0.428 0.767 1.350
beta4_pH[5,34,2] 0.643 0.544 0.082 0.444 1.961
beta4_pH[6,34,2] 1.959 1.787 0.233 1.344 6.861
beta4_pH[7,34,2] 1.085 0.602 0.346 0.932 2.472
beta4_pH[8,34,2] 0.749 0.427 0.224 0.651 1.724
beta4_pH[9,34,2] 0.921 0.537 0.278 0.772 2.196
beta4_pH[10,34,2] 0.728 0.277 0.345 0.686 1.292
beta4_pH[11,34,2] 0.671 0.243 0.351 0.622 1.184
beta4_pH[12,34,2] 0.910 0.369 0.437 0.825 1.719
beta4_pH[13,34,2] 0.737 0.264 0.380 0.683 1.289
beta4_pH[14,34,2] 1.029 0.332 0.563 0.980 1.697
beta4_pH[15,34,2] 0.891 0.265 0.537 0.842 1.439
beta4_pH[16,34,2] 0.858 0.352 0.418 0.776 1.635
beta4_pH[1,35,2] 0.407 0.138 0.198 0.388 0.726
beta4_pH[2,35,2] 0.781 0.086 0.630 0.775 0.970
beta4_pH[3,35,2] 1.032 0.169 0.739 1.016 1.416
beta4_pH[4,35,2] 0.594 0.219 0.273 0.554 1.137
beta4_pH[5,35,2] 0.126 0.092 0.028 0.101 0.363
beta4_pH[6,35,2] 0.776 0.694 0.128 0.582 2.590
beta4_pH[7,35,2] 2.299 1.940 0.418 1.795 7.521
beta4_pH[8,35,2] 0.521 0.263 0.185 0.465 1.163
beta4_pH[9,35,2] 0.627 0.557 0.099 0.462 2.167
beta4_pH[10,35,2] 0.628 0.135 0.410 0.613 0.934
beta4_pH[11,35,2] 0.756 0.195 0.448 0.734 1.201
beta4_pH[12,35,2] 1.447 0.973 0.370 1.196 3.997
beta4_pH[13,35,2] 0.725 0.106 0.538 0.718 0.955
beta4_pH[14,35,2] 0.793 0.261 0.402 0.756 1.401
beta4_pH[15,35,2] 0.880 0.119 0.673 0.873 1.131
beta4_pH[16,35,2] 0.583 0.268 0.232 0.529 1.272
beta4_pH[1,36,2] 0.910 0.201 0.580 0.890 1.366
beta4_pH[2,36,2] 0.859 0.112 0.655 0.848 1.089
beta4_pH[3,36,2] 0.882 0.150 0.624 0.872 1.209
beta4_pH[4,36,2] 0.754 0.226 0.418 0.724 1.272
beta4_pH[5,36,2] 0.662 0.725 0.066 0.436 2.651
beta4_pH[6,36,2] 5.857 4.287 0.789 4.648 16.892
beta4_pH[7,36,2] 1.132 0.636 0.356 0.977 2.688
beta4_pH[8,36,2] 0.908 0.404 0.367 0.836 1.930
beta4_pH[9,36,2] 0.543 0.396 0.122 0.436 1.623
beta4_pH[10,36,2] 0.458 0.123 0.265 0.440 0.741
beta4_pH[11,36,2] 0.552 0.108 0.374 0.543 0.789
beta4_pH[12,36,2] 0.851 0.469 0.260 0.746 2.067
beta4_pH[13,36,2] 0.788 0.127 0.570 0.780 1.068
beta4_pH[14,36,2] 1.196 0.453 0.544 1.114 2.294
beta4_pH[15,36,2] 0.957 0.136 0.717 0.948 1.256
beta4_pH[16,36,2] 0.993 0.387 0.450 0.926 1.944
beta4_pH[1,37,2] 0.765 0.179 0.481 0.744 1.174
beta4_pH[2,37,2] 0.770 0.086 0.615 0.765 0.952
beta4_pH[3,37,2] 0.914 0.133 0.676 0.904 1.192
beta4_pH[4,37,2] 0.737 0.218 0.404 0.708 1.234
beta4_pH[5,37,2] 1.091 1.218 0.117 0.711 4.343
beta4_pH[6,37,2] 2.071 2.018 0.279 1.427 7.907
beta4_pH[7,37,2] 1.250 0.834 0.291 1.046 3.467
beta4_pH[8,37,2] 0.972 0.401 0.411 0.903 1.960
beta4_pH[9,37,2] 1.766 1.848 0.216 1.190 6.509
beta4_pH[10,37,2] 0.770 0.151 0.513 0.757 1.102
beta4_pH[11,37,2] 0.838 0.172 0.552 0.822 1.222
beta4_pH[12,37,2] 0.786 0.497 0.198 0.671 2.049
beta4_pH[13,37,2] 0.615 0.093 0.448 0.607 0.816
beta4_pH[14,37,2] 0.991 0.350 0.476 0.936 1.798
beta4_pH[15,37,2] 0.703 0.103 0.528 0.694 0.930
beta4_pH[16,37,2] 0.608 0.192 0.317 0.580 1.054
beta4_pH[1,38,2] 0.740 0.154 0.481 0.727 1.082
beta4_pH[2,38,2] 0.711 0.081 0.561 0.706 0.878
beta4_pH[3,38,2] 0.893 0.154 0.633 0.881 1.225
beta4_pH[4,38,2] 0.896 0.242 0.514 0.861 1.441
beta4_pH[5,38,2] 0.499 0.404 0.094 0.380 1.559
beta4_pH[6,38,2] 1.733 1.997 0.150 1.063 7.308
beta4_pH[7,38,2] 0.510 0.318 0.144 0.429 1.302
beta4_pH[8,38,2] 0.770 0.308 0.335 0.713 1.540
beta4_pH[9,38,2] 1.557 1.134 0.350 1.266 4.467
beta4_pH[10,38,2] 0.719 0.154 0.463 0.706 1.065
beta4_pH[11,38,2] 0.529 0.135 0.315 0.510 0.844
beta4_pH[12,38,2] 0.781 0.505 0.199 0.651 2.153
beta4_pH[13,38,2] 0.909 0.183 0.609 0.891 1.319
beta4_pH[14,38,2] 1.101 0.435 0.487 1.019 2.121
beta4_pH[15,38,2] 0.846 0.096 0.676 0.841 1.050
beta4_pH[16,38,2] 0.845 0.354 0.368 0.772 1.687
beta4_pH[1,39,2] 0.697 0.143 0.467 0.681 1.014
beta4_pH[2,39,2] 0.863 0.103 0.680 0.857 1.081
beta4_pH[3,39,2] 0.843 0.119 0.643 0.834 1.100
beta4_pH[4,39,2] 0.848 0.275 0.434 0.806 1.496
beta4_pH[5,39,2] 1.096 1.240 0.135 0.748 4.170
beta4_pH[6,39,2] 0.468 0.727 0.038 0.263 2.012
beta4_pH[7,39,2] 1.861 1.711 0.323 1.387 6.295
beta4_pH[8,39,2] 1.445 0.834 0.450 1.248 3.592
beta4_pH[9,39,2] 2.020 1.675 0.403 1.564 6.554
beta4_pH[10,39,2] 0.755 0.206 0.429 0.730 1.230
beta4_pH[11,39,2] 0.688 0.173 0.414 0.666 1.094
beta4_pH[12,39,2] 0.797 0.454 0.239 0.685 1.926
beta4_pH[13,39,2] 0.722 0.118 0.518 0.710 0.975
beta4_pH[14,39,2] 0.938 0.350 0.428 0.877 1.765
beta4_pH[15,39,2] 0.998 0.109 0.795 0.995 1.220
beta4_pH[16,39,2] 0.866 0.352 0.374 0.800 1.742
beta4_pH[1,40,2] 0.775 0.133 0.548 0.765 1.069
beta4_pH[2,40,2] 0.762 0.086 0.605 0.757 0.951
beta4_pH[3,40,2] 0.936 0.144 0.682 0.924 1.242
beta4_pH[4,40,2] 0.891 0.211 0.553 0.868 1.362
beta4_pH[5,40,2] 0.316 0.221 0.078 0.257 0.923
beta4_pH[6,40,2] 1.952 2.104 0.214 1.274 7.817
beta4_pH[7,40,2] 1.554 1.357 0.265 1.161 5.225
beta4_pH[8,40,2] 0.357 0.293 0.072 0.278 1.099
beta4_pH[9,40,2] 0.523 0.532 0.066 0.367 1.915
beta4_pH[10,40,2] 0.918 0.245 0.534 0.883 1.465
beta4_pH[11,40,2] 0.463 0.112 0.283 0.452 0.723
beta4_pH[12,40,2] 0.653 0.387 0.191 0.556 1.670
beta4_pH[13,40,2] 0.779 0.118 0.574 0.768 1.041
beta4_pH[14,40,2] 0.739 0.241 0.380 0.706 1.324
beta4_pH[15,40,2] 0.840 0.098 0.661 0.837 1.044
beta4_pH[16,40,2] 1.181 0.500 0.486 1.097 2.403
beta4_pH[1,41,2] 0.607 0.131 0.395 0.595 0.907
beta4_pH[2,41,2] 0.786 0.103 0.607 0.779 1.009
beta4_pH[3,41,2] 0.889 0.141 0.652 0.880 1.198
beta4_pH[4,41,2] 0.881 0.393 0.350 0.809 1.813
beta4_pH[5,41,2] 1.388 0.757 0.438 1.214 3.307
beta4_pH[6,41,2] 3.002 3.016 0.294 2.041 12.108
beta4_pH[7,41,2] 0.805 0.471 0.232 0.683 2.037
beta4_pH[8,41,2] 1.192 0.728 0.350 1.014 2.965
beta4_pH[9,41,2] 0.509 0.558 0.055 0.333 1.939
beta4_pH[10,41,2] 0.779 0.173 0.500 0.762 1.157
beta4_pH[11,41,2] 0.846 0.240 0.483 0.812 1.399
beta4_pH[12,41,2] 0.956 0.460 0.345 0.861 2.116
beta4_pH[13,41,2] 0.696 0.110 0.506 0.686 0.937
beta4_pH[14,41,2] 1.116 0.355 0.579 1.055 1.977
beta4_pH[15,41,2] 0.786 0.097 0.607 0.781 0.990
beta4_pH[16,41,2] 0.970 0.434 0.367 0.888 2.060
beta4_pH[1,42,2] 0.671 0.139 0.437 0.657 0.978
beta4_pH[2,42,2] 0.785 0.096 0.614 0.781 0.995
beta4_pH[3,42,2] 0.802 0.145 0.549 0.795 1.119
beta4_pH[4,42,2] 0.980 0.322 0.491 0.926 1.718
beta4_pH[5,42,2] 1.455 1.612 0.164 0.951 5.524
beta4_pH[6,42,2] 0.317 0.246 0.066 0.245 1.022
beta4_pH[7,42,2] 0.965 0.633 0.261 0.804 2.591
beta4_pH[8,42,2] 0.772 0.326 0.327 0.711 1.585
beta4_pH[9,42,2] 0.789 0.577 0.170 0.639 2.321
beta4_pH[10,42,2] 0.917 0.207 0.585 0.898 1.383
beta4_pH[11,42,2] 0.643 0.146 0.403 0.629 0.974
beta4_pH[12,42,2] 0.837 0.389 0.323 0.760 1.808
beta4_pH[13,42,2] 0.511 0.158 0.268 0.489 0.867
beta4_pH[14,42,2] 0.906 0.311 0.431 0.861 1.654
beta4_pH[15,42,2] 0.927 0.092 0.757 0.923 1.120
beta4_pH[16,42,2] 0.582 0.200 0.283 0.547 1.058
beta4_pH[1,43,2] 0.799 0.197 0.492 0.772 1.243
beta4_pH[2,43,2] 0.751 0.081 0.609 0.746 0.922
beta4_pH[3,43,2] 0.660 0.094 0.498 0.651 0.866
beta4_pH[4,43,2] 0.839 0.281 0.423 0.794 1.515
beta4_pH[5,43,2] 1.581 0.748 0.579 1.438 3.423
beta4_pH[6,43,2] 1.164 0.965 0.235 0.910 3.460
beta4_pH[7,43,2] 0.729 0.623 0.134 0.561 2.398
beta4_pH[8,43,2] 0.619 0.278 0.244 0.564 1.320
beta4_pH[9,43,2] 1.139 1.052 0.166 0.830 4.119
beta4_pH[10,43,2] 0.679 0.142 0.450 0.665 0.993
beta4_pH[11,43,2] 0.645 0.138 0.413 0.633 0.960
beta4_pH[12,43,2] 0.762 0.377 0.266 0.680 1.681
beta4_pH[13,43,2] 0.588 0.121 0.384 0.577 0.867
beta4_pH[14,43,2] 1.101 0.349 0.572 1.044 1.921
beta4_pH[15,43,2] 0.848 0.101 0.670 0.842 1.066
beta4_pH[16,43,2] 1.233 0.454 0.561 1.169 2.353
beta4_pH[1,44,2] 0.607 0.164 0.345 0.586 0.987
beta4_pH[2,44,2] 0.705 0.080 0.561 0.699 0.876
beta4_pH[3,44,2] 0.632 0.101 0.462 0.622 0.853
beta4_pH[4,44,2] 0.834 0.201 0.508 0.808 1.287
beta4_pH[5,44,2] 1.234 0.603 0.447 1.104 2.759
beta4_pH[6,44,2] 1.268 1.549 0.128 0.785 5.347
beta4_pH[7,44,2] 1.182 0.653 0.367 1.033 2.828
beta4_pH[8,44,2] 0.427 0.278 0.110 0.356 1.206
beta4_pH[9,44,2] 1.015 0.908 0.159 0.752 3.369
beta4_pH[10,44,2] 0.623 0.156 0.376 0.606 0.973
beta4_pH[11,44,2] 0.356 0.124 0.180 0.332 0.648
beta4_pH[12,44,2] 0.585 0.294 0.195 0.525 1.335
beta4_pH[13,44,2] 0.530 0.093 0.367 0.523 0.730
beta4_pH[14,44,2] 0.681 0.179 0.399 0.657 1.084
beta4_pH[15,44,2] 0.645 0.085 0.496 0.640 0.827
beta4_pH[16,44,2] 0.436 0.193 0.169 0.399 0.924
beta4_pH[1,45,2] 0.793 0.194 0.480 0.768 1.253
beta4_pH[2,45,2] 0.706 0.088 0.554 0.699 0.890
beta4_pH[3,45,2] 0.759 0.140 0.521 0.747 1.057
beta4_pH[4,45,2] 0.758 0.194 0.447 0.735 1.203
beta4_pH[5,45,2] 1.015 1.202 0.092 0.653 4.280
beta4_pH[6,45,2] 1.214 1.118 0.196 0.892 4.190
beta4_pH[7,45,2] 0.700 0.603 0.123 0.538 2.334
beta4_pH[8,45,2] 1.177 0.526 0.460 1.078 2.432
beta4_pH[9,45,2] 0.108 0.130 0.011 0.068 0.439
beta4_pH[10,45,2] 0.847 0.203 0.526 0.821 1.308
beta4_pH[11,45,2] 0.468 0.100 0.297 0.458 0.693
beta4_pH[12,45,2] 0.760 0.328 0.302 0.702 1.590
beta4_pH[13,45,2] 0.457 0.075 0.329 0.450 0.616
beta4_pH[14,45,2] 0.754 0.180 0.466 0.736 1.148
beta4_pH[15,45,2] 0.507 0.070 0.384 0.503 0.653
beta4_pH[16,45,2] 0.263 0.158 0.075 0.223 0.678
beta4_pH[1,46,2] 0.797 0.161 0.539 0.778 1.158
beta4_pH[2,46,2] 0.675 0.099 0.504 0.668 0.888
beta4_pH[3,46,2] 0.775 0.115 0.580 0.767 1.030
beta4_pH[4,46,2] 0.876 0.327 0.404 0.826 1.657
beta4_pH[5,46,2] 1.093 0.588 0.347 0.963 2.533
beta4_pH[6,46,2] 1.448 1.695 0.126 0.898 6.180
beta4_pH[7,46,2] 1.736 1.284 0.373 1.412 5.223
beta4_pH[8,46,2] 1.043 0.470 0.401 0.950 2.225
beta4_pH[9,46,2] 1.667 1.684 0.215 1.173 6.387
beta4_pH[10,46,2] 0.658 0.180 0.387 0.630 1.063
beta4_pH[11,46,2] 0.669 0.141 0.428 0.653 0.985
beta4_pH[12,46,2] 0.978 0.383 0.381 0.925 1.828
beta4_pH[13,46,2] 0.592 0.180 0.314 0.564 1.017
beta4_pH[14,46,2] 0.906 0.270 0.460 0.880 1.489
beta4_pH[15,46,2] 0.606 0.070 0.480 0.602 0.753
beta4_pH[16,46,2] 0.558 0.214 0.233 0.524 1.073
beta4_pH[1,47,2] 0.628 0.144 0.391 0.613 0.956
beta4_pH[2,47,2] 0.766 0.114 0.567 0.759 1.010
beta4_pH[3,47,2] 0.767 0.118 0.566 0.758 1.024
beta4_pH[4,47,2] 0.550 0.228 0.230 0.510 1.120
beta4_pH[5,47,2] 0.117 0.090 0.024 0.093 0.350
beta4_pH[6,47,2] 0.184 0.129 0.042 0.152 0.532
beta4_pH[7,47,2] 0.490 0.421 0.077 0.369 1.632
beta4_pH[8,47,2] 0.908 0.606 0.228 0.763 2.418
beta4_pH[9,47,2] 0.477 0.619 0.044 0.293 1.917
beta4_pH[10,47,2] 0.842 0.264 0.440 0.800 1.483
beta4_pH[11,47,2] 0.577 0.114 0.383 0.566 0.829
beta4_pH[12,47,2] 1.145 0.428 0.423 1.116 2.020
beta4_pH[13,47,2] 0.675 0.112 0.482 0.668 0.919
beta4_pH[14,47,2] 0.856 0.298 0.392 0.817 1.518
beta4_pH[15,47,2] 0.693 0.111 0.497 0.688 0.939
beta4_pH[16,47,2] 0.665 0.204 0.328 0.642 1.119
beta4_pH[1,1,3] 0.697 0.285 0.307 0.649 1.285
beta4_pH[2,1,3] 0.852 0.214 0.547 0.820 1.264
beta4_pH[3,1,3] 0.906 0.271 0.514 0.860 1.456
beta4_pH[4,1,3] 0.809 0.274 0.432 0.768 1.347
beta4_pH[5,1,3] 0.657 0.549 0.084 0.470 1.992
beta4_pH[6,1,3] 1.923 1.728 0.228 1.315 6.538
beta4_pH[7,1,3] 1.111 0.621 0.351 0.958 2.497
beta4_pH[8,1,3] 0.755 0.424 0.229 0.659 1.696
beta4_pH[9,1,3] 0.938 0.550 0.277 0.782 2.192
beta4_pH[10,1,3] 0.727 0.278 0.346 0.683 1.300
beta4_pH[11,1,3] 0.691 0.248 0.352 0.647 1.192
beta4_pH[12,1,3] 0.920 0.371 0.438 0.841 1.714
beta4_pH[13,1,3] 0.738 0.269 0.380 0.683 1.300
beta4_pH[14,1,3] 1.030 0.338 0.562 0.967 1.699
beta4_pH[15,1,3] 0.909 0.268 0.535 0.872 1.439
beta4_pH[16,1,3] 0.896 0.360 0.419 0.824 1.649
beta4_pH[1,2,3] 0.693 0.284 0.309 0.645 1.286
beta4_pH[2,2,3] 0.849 0.215 0.543 0.817 1.259
beta4_pH[3,2,3] 0.894 0.268 0.514 0.852 1.463
beta4_pH[4,2,3] 0.811 0.267 0.431 0.770 1.339
beta4_pH[5,2,3] 0.659 0.552 0.084 0.470 2.016
beta4_pH[6,2,3] 1.975 1.721 0.236 1.373 6.646
beta4_pH[7,2,3] 1.093 0.603 0.350 0.943 2.496
beta4_pH[8,2,3] 0.750 0.425 0.225 0.653 1.702
beta4_pH[9,2,3] 0.937 0.547 0.275 0.798 2.179
beta4_pH[10,2,3] 0.729 0.277 0.345 0.687 1.289
beta4_pH[11,2,3] 0.693 0.244 0.354 0.655 1.182
beta4_pH[12,2,3] 0.925 0.376 0.438 0.840 1.719
beta4_pH[13,2,3] 0.746 0.266 0.378 0.699 1.279
beta4_pH[14,2,3] 1.035 0.340 0.565 0.983 1.701
beta4_pH[15,2,3] 0.924 0.269 0.538 0.883 1.443
beta4_pH[16,2,3] 0.900 0.365 0.420 0.821 1.653
beta4_pH[1,3,3] 0.695 0.284 0.307 0.639 1.286
beta4_pH[2,3,3] 0.855 0.215 0.541 0.828 1.261
beta4_pH[3,3,3] 0.913 0.274 0.516 0.873 1.476
beta4_pH[4,3,3] 0.813 0.271 0.431 0.771 1.354
beta4_pH[5,3,3] 0.655 0.537 0.083 0.480 1.971
beta4_pH[6,3,3] 1.942 1.747 0.230 1.352 6.774
beta4_pH[7,3,3] 1.094 0.611 0.346 0.942 2.484
beta4_pH[8,3,3] 0.771 0.432 0.229 0.678 1.724
beta4_pH[9,3,3] 0.940 0.546 0.274 0.790 2.179
beta4_pH[10,3,3] 0.718 0.273 0.344 0.665 1.276
beta4_pH[11,3,3] 0.685 0.242 0.353 0.638 1.189
beta4_pH[12,3,3] 0.929 0.379 0.435 0.853 1.720
beta4_pH[13,3,3] 0.744 0.265 0.378 0.695 1.287
beta4_pH[14,3,3] 1.033 0.332 0.568 0.980 1.696
beta4_pH[15,3,3] 0.928 0.270 0.539 0.889 1.446
beta4_pH[16,3,3] 0.898 0.358 0.417 0.831 1.650
beta4_pH[1,4,3] 0.694 0.285 0.306 0.648 1.286
beta4_pH[2,4,3] 0.848 0.215 0.542 0.815 1.256
beta4_pH[3,4,3] 0.912 0.273 0.514 0.876 1.461
beta4_pH[4,4,3] 0.807 0.267 0.434 0.765 1.345
beta4_pH[5,4,3] 0.638 0.522 0.087 0.479 1.951
beta4_pH[6,4,3] 1.902 1.726 0.227 1.326 6.587
beta4_pH[7,4,3] 1.097 0.631 0.348 0.928 2.520
beta4_pH[8,4,3] 0.770 0.439 0.226 0.678 1.753
beta4_pH[9,4,3] 0.917 0.544 0.274 0.774 2.195
beta4_pH[10,4,3] 0.728 0.271 0.346 0.688 1.291
beta4_pH[11,4,3] 0.692 0.247 0.353 0.652 1.194
beta4_pH[12,4,3] 0.924 0.382 0.438 0.831 1.728
beta4_pH[13,4,3] 0.747 0.267 0.380 0.701 1.291
beta4_pH[14,4,3] 1.019 0.338 0.562 0.958 1.698
beta4_pH[15,4,3] 0.915 0.267 0.538 0.872 1.438
beta4_pH[16,4,3] 0.901 0.360 0.420 0.830 1.657
beta4_pH[1,5,3] 0.694 0.288 0.306 0.638 1.280
beta4_pH[2,5,3] 0.854 0.215 0.541 0.829 1.264
beta4_pH[3,5,3] 0.908 0.273 0.514 0.869 1.468
beta4_pH[4,5,3] 0.806 0.269 0.429 0.761 1.347
beta4_pH[5,5,3] 0.660 0.552 0.084 0.473 2.001
beta4_pH[6,5,3] 1.908 1.730 0.237 1.323 6.771
beta4_pH[7,5,3] 1.074 0.603 0.347 0.916 2.458
beta4_pH[8,5,3] 0.756 0.429 0.228 0.660 1.736
beta4_pH[9,5,3] 0.917 0.540 0.272 0.777 2.182
beta4_pH[10,5,3] 0.725 0.278 0.347 0.682 1.296
beta4_pH[11,5,3] 0.687 0.246 0.350 0.642 1.191
beta4_pH[12,5,3] 0.929 0.375 0.440 0.851 1.717
beta4_pH[13,5,3] 0.740 0.268 0.379 0.694 1.285
beta4_pH[14,5,3] 1.025 0.336 0.559 0.960 1.694
beta4_pH[15,5,3] 0.917 0.269 0.538 0.877 1.440
beta4_pH[16,5,3] 0.902 0.360 0.421 0.826 1.642
beta4_pH[1,6,3] 0.691 0.282 0.307 0.644 1.277
beta4_pH[2,6,3] 0.850 0.217 0.541 0.817 1.266
beta4_pH[3,6,3] 0.902 0.273 0.515 0.862 1.478
beta4_pH[4,6,3] 0.810 0.268 0.436 0.762 1.343
beta4_pH[5,6,3] 0.657 0.537 0.083 0.490 2.018
beta4_pH[6,6,3] 1.879 1.671 0.228 1.334 6.532
beta4_pH[7,6,3] 1.097 0.605 0.356 0.940 2.469
beta4_pH[8,6,3] 0.765 0.433 0.228 0.665 1.726
beta4_pH[9,6,3] 0.934 0.546 0.275 0.800 2.174
beta4_pH[10,6,3] 0.725 0.276 0.345 0.677 1.294
beta4_pH[11,6,3] 0.696 0.246 0.352 0.657 1.193
beta4_pH[12,6,3] 0.922 0.372 0.438 0.841 1.729
beta4_pH[13,6,3] 0.746 0.265 0.379 0.701 1.293
beta4_pH[14,6,3] 1.032 0.337 0.563 0.977 1.699
beta4_pH[15,6,3] 0.922 0.269 0.540 0.878 1.445
beta4_pH[16,6,3] 0.895 0.359 0.422 0.825 1.651
beta4_pH[1,7,3] 0.691 0.284 0.303 0.644 1.279
beta4_pH[2,7,3] 0.856 0.219 0.544 0.832 1.265
beta4_pH[3,7,3] 0.906 0.268 0.514 0.861 1.471
beta4_pH[4,7,3] 0.814 0.272 0.430 0.778 1.348
beta4_pH[5,7,3] 0.671 0.539 0.086 0.502 1.973
beta4_pH[6,7,3] 1.927 1.729 0.229 1.348 6.733
beta4_pH[7,7,3] 1.107 0.626 0.348 0.943 2.510
beta4_pH[8,7,3] 0.753 0.422 0.228 0.655 1.707
beta4_pH[9,7,3] 0.945 0.552 0.277 0.798 2.203
beta4_pH[10,7,3] 0.719 0.278 0.345 0.665 1.287
beta4_pH[11,7,3] 0.691 0.247 0.352 0.644 1.194
beta4_pH[12,7,3] 0.927 0.376 0.438 0.840 1.729
beta4_pH[13,7,3] 0.752 0.265 0.378 0.706 1.293
beta4_pH[14,7,3] 1.017 0.334 0.559 0.961 1.684
beta4_pH[15,7,3] 0.918 0.268 0.537 0.877 1.447
beta4_pH[16,7,3] 0.900 0.363 0.423 0.825 1.643
beta4_pH[1,8,3] 0.686 0.277 0.305 0.640 1.280
beta4_pH[2,8,3] 0.852 0.215 0.543 0.823 1.263
beta4_pH[3,8,3] 0.912 0.270 0.516 0.875 1.459
beta4_pH[4,8,3] 0.809 0.273 0.430 0.760 1.339
beta4_pH[5,8,3] 0.665 0.542 0.085 0.492 1.978
beta4_pH[6,8,3] 1.956 1.748 0.228 1.361 6.701
beta4_pH[7,8,3] 1.106 0.615 0.346 0.957 2.494
beta4_pH[8,8,3] 0.768 0.432 0.229 0.665 1.733
beta4_pH[9,8,3] 0.909 0.543 0.274 0.755 2.179
beta4_pH[10,8,3] 0.734 0.279 0.347 0.689 1.299
beta4_pH[11,8,3] 0.687 0.246 0.351 0.640 1.185
beta4_pH[12,8,3] 0.937 0.380 0.436 0.857 1.743
beta4_pH[13,8,3] 0.750 0.270 0.380 0.701 1.294
beta4_pH[14,8,3] 1.028 0.334 0.562 0.971 1.699
beta4_pH[15,8,3] 0.917 0.267 0.539 0.878 1.442
beta4_pH[16,8,3] 0.901 0.367 0.421 0.827 1.660
beta4_pH[1,9,3] 0.686 0.283 0.307 0.640 1.289
beta4_pH[2,9,3] 0.854 0.215 0.542 0.823 1.262
beta4_pH[3,9,3] 0.898 0.273 0.516 0.851 1.465
beta4_pH[4,9,3] 0.814 0.269 0.431 0.777 1.338
beta4_pH[5,9,3] 0.661 0.550 0.084 0.481 2.017
beta4_pH[6,9,3] 1.954 1.757 0.231 1.369 6.789
beta4_pH[7,9,3] 1.107 0.615 0.346 0.958 2.484
beta4_pH[8,9,3] 0.759 0.424 0.225 0.674 1.705
beta4_pH[9,9,3] 0.924 0.548 0.272 0.776 2.207
beta4_pH[10,9,3] 0.727 0.280 0.344 0.679 1.287
beta4_pH[11,9,3] 0.686 0.242 0.352 0.649 1.186
beta4_pH[12,9,3] 0.941 0.379 0.437 0.868 1.732
beta4_pH[13,9,3] 0.751 0.269 0.381 0.700 1.294
beta4_pH[14,9,3] 1.037 0.337 0.565 0.981 1.695
beta4_pH[15,9,3] 0.912 0.261 0.538 0.875 1.438
beta4_pH[16,9,3] 0.894 0.352 0.419 0.828 1.634
beta4_pH[1,10,3] 0.691 0.280 0.309 0.639 1.283
beta4_pH[2,10,3] 0.857 0.213 0.544 0.833 1.264
beta4_pH[3,10,3] 0.901 0.272 0.515 0.862 1.467
beta4_pH[4,10,3] 0.807 0.269 0.433 0.764 1.349
beta4_pH[5,10,3] 0.656 0.538 0.084 0.498 2.004
beta4_pH[6,10,3] 1.907 1.730 0.224 1.337 6.616
beta4_pH[7,10,3] 1.112 0.619 0.348 0.947 2.506
beta4_pH[8,10,3] 0.767 0.432 0.225 0.667 1.732
beta4_pH[9,10,3] 0.922 0.546 0.274 0.773 2.202
beta4_pH[10,10,3] 0.730 0.278 0.347 0.688 1.289
beta4_pH[11,10,3] 0.697 0.250 0.351 0.652 1.198
beta4_pH[12,10,3] 0.915 0.371 0.436 0.827 1.720
beta4_pH[13,10,3] 0.741 0.270 0.381 0.685 1.294
beta4_pH[14,10,3] 1.024 0.336 0.560 0.970 1.708
beta4_pH[15,10,3] 0.912 0.266 0.536 0.866 1.447
beta4_pH[16,10,3] 0.892 0.360 0.421 0.820 1.662
beta4_pH[1,11,3] 0.687 0.284 0.306 0.639 1.280
beta4_pH[2,11,3] 0.854 0.217 0.542 0.827 1.265
beta4_pH[3,11,3] 0.908 0.273 0.516 0.865 1.472
beta4_pH[4,11,3] 0.808 0.274 0.430 0.764 1.346
beta4_pH[5,11,3] 0.638 0.529 0.085 0.463 1.907
beta4_pH[6,11,3] 1.958 1.757 0.231 1.341 6.812
beta4_pH[7,11,3] 1.128 0.623 0.350 0.976 2.495
beta4_pH[8,11,3] 0.773 0.430 0.225 0.677 1.723
beta4_pH[9,11,3] 0.931 0.548 0.274 0.782 2.179
beta4_pH[10,11,3] 0.736 0.279 0.346 0.697 1.294
beta4_pH[11,11,3] 0.687 0.244 0.351 0.644 1.189
beta4_pH[12,11,3] 0.922 0.376 0.436 0.832 1.729
beta4_pH[13,11,3] 0.736 0.268 0.376 0.683 1.288
beta4_pH[14,11,3] 1.029 0.335 0.560 0.971 1.703
beta4_pH[15,11,3] 0.914 0.268 0.540 0.870 1.442
beta4_pH[16,11,3] 0.901 0.361 0.415 0.835 1.654
beta4_pH[1,12,3] 0.698 0.282 0.307 0.651 1.278
beta4_pH[2,12,3] 0.856 0.216 0.546 0.825 1.264
beta4_pH[3,12,3] 0.898 0.268 0.514 0.862 1.466
beta4_pH[4,12,3] 0.811 0.273 0.430 0.768 1.346
beta4_pH[5,12,3] 0.660 0.551 0.084 0.479 2.012
beta4_pH[6,12,3] 1.914 1.691 0.234 1.361 6.613
beta4_pH[7,12,3] 1.108 0.627 0.347 0.939 2.499
beta4_pH[8,12,3] 0.758 0.428 0.224 0.660 1.706
beta4_pH[9,12,3] 0.928 0.548 0.272 0.778 2.181
beta4_pH[10,12,3] 0.723 0.274 0.346 0.675 1.286
beta4_pH[11,12,3] 0.678 0.245 0.350 0.633 1.185
beta4_pH[12,12,3] 0.932 0.376 0.438 0.859 1.724
beta4_pH[13,12,3] 0.758 0.271 0.380 0.714 1.297
beta4_pH[14,12,3] 1.028 0.340 0.563 0.969 1.708
beta4_pH[15,12,3] 0.912 0.265 0.536 0.879 1.430
beta4_pH[16,12,3] 0.892 0.360 0.417 0.812 1.660
beta4_pH[1,13,3] 0.698 0.284 0.306 0.654 1.279
beta4_pH[2,13,3] 0.852 0.214 0.544 0.818 1.257
beta4_pH[3,13,3] 0.912 0.273 0.518 0.872 1.459
beta4_pH[4,13,3] 0.809 0.273 0.428 0.773 1.335
beta4_pH[5,13,3] 0.649 0.530 0.084 0.479 1.952
beta4_pH[6,13,3] 1.912 1.722 0.229 1.337 6.556
beta4_pH[7,13,3] 1.084 0.614 0.348 0.925 2.485
beta4_pH[8,13,3] 0.765 0.434 0.226 0.658 1.732
beta4_pH[9,13,3] 0.916 0.543 0.272 0.770 2.194
beta4_pH[10,13,3] 0.726 0.275 0.346 0.679 1.286
beta4_pH[11,13,3] 0.690 0.243 0.355 0.642 1.188
beta4_pH[12,13,3] 0.933 0.382 0.441 0.843 1.732
beta4_pH[13,13,3] 0.738 0.265 0.378 0.687 1.284
beta4_pH[14,13,3] 1.036 0.339 0.560 0.979 1.704
beta4_pH[15,13,3] 0.923 0.267 0.542 0.883 1.444
beta4_pH[16,13,3] 0.904 0.368 0.424 0.830 1.669
beta4_pH[1,14,3] 0.692 0.281 0.308 0.643 1.276
beta4_pH[2,14,3] 0.851 0.215 0.545 0.822 1.256
beta4_pH[3,14,3] 0.855 0.258 0.508 0.810 1.438
beta4_pH[4,14,3] 0.805 0.268 0.430 0.763 1.339
beta4_pH[5,14,3] 0.656 0.547 0.082 0.483 2.004
beta4_pH[6,14,3] 1.927 1.737 0.226 1.338 6.680
beta4_pH[7,14,3] 1.111 0.615 0.349 0.956 2.511
beta4_pH[8,14,3] 0.759 0.424 0.229 0.676 1.719
beta4_pH[9,14,3] 0.926 0.542 0.273 0.788 2.148
beta4_pH[10,14,3] 0.726 0.279 0.347 0.677 1.289
beta4_pH[11,14,3] 0.681 0.245 0.352 0.638 1.188
beta4_pH[12,14,3] 0.926 0.373 0.439 0.847 1.714
beta4_pH[13,14,3] 0.759 0.267 0.383 0.720 1.286
beta4_pH[14,14,3] 1.033 0.334 0.562 0.984 1.694
beta4_pH[15,14,3] 0.906 0.266 0.536 0.866 1.438
beta4_pH[16,14,3] 0.914 0.362 0.424 0.841 1.656
beta4_pH[1,15,3] 0.696 0.283 0.308 0.644 1.285
beta4_pH[2,15,3] 0.856 0.218 0.546 0.826 1.264
beta4_pH[3,15,3] 0.958 0.269 0.527 0.922 1.476
beta4_pH[4,15,3] 0.814 0.268 0.431 0.780 1.342
beta4_pH[5,15,3] 0.649 0.538 0.086 0.466 1.996
beta4_pH[6,15,3] 1.980 1.766 0.231 1.384 6.763
beta4_pH[7,15,3] 1.113 0.626 0.347 0.952 2.491
beta4_pH[8,15,3] 0.769 0.435 0.224 0.674 1.739
beta4_pH[9,15,3] 0.916 0.546 0.273 0.769 2.195
beta4_pH[10,15,3] 0.721 0.275 0.345 0.674 1.290
beta4_pH[11,15,3] 0.710 0.248 0.353 0.671 1.191
beta4_pH[12,15,3] 0.921 0.375 0.438 0.831 1.727
beta4_pH[13,15,3] 0.804 0.272 0.385 0.788 1.299
beta4_pH[14,15,3] 1.034 0.339 0.561 0.991 1.708
beta4_pH[15,15,3] 0.965 0.275 0.546 0.939 1.448
beta4_pH[16,15,3] 0.895 0.356 0.420 0.826 1.646
beta4_pH[1,16,3] 0.687 0.285 0.305 0.634 1.286
beta4_pH[2,16,3] 0.856 0.216 0.544 0.827 1.260
beta4_pH[3,16,3] 0.937 0.272 0.522 0.901 1.483
beta4_pH[4,16,3] 0.798 0.269 0.433 0.757 1.336
beta4_pH[5,16,3] 0.675 0.555 0.085 0.493 2.011
beta4_pH[6,16,3] 1.942 1.724 0.230 1.393 6.669
beta4_pH[7,16,3] 1.133 0.617 0.350 0.985 2.531
beta4_pH[8,16,3] 0.751 0.424 0.228 0.654 1.728
beta4_pH[9,16,3] 0.921 0.547 0.278 0.768 2.194
beta4_pH[10,16,3] 0.727 0.273 0.348 0.681 1.278
beta4_pH[11,16,3] 0.686 0.247 0.351 0.638 1.192
beta4_pH[12,16,3] 0.941 0.381 0.436 0.863 1.729
beta4_pH[13,16,3] 0.757 0.265 0.382 0.717 1.281
beta4_pH[14,16,3] 1.021 0.333 0.559 0.974 1.693
beta4_pH[15,16,3] 0.924 0.264 0.538 0.896 1.440
beta4_pH[16,16,3] 0.898 0.357 0.419 0.835 1.656
beta4_pH[1,17,3] 0.692 0.284 0.307 0.641 1.284
beta4_pH[2,17,3] 0.850 0.215 0.542 0.826 1.263
beta4_pH[3,17,3] 0.934 0.269 0.523 0.896 1.461
beta4_pH[4,17,3] 0.811 0.270 0.434 0.768 1.345
beta4_pH[5,17,3] 0.672 0.556 0.084 0.493 1.999
beta4_pH[6,17,3] 1.905 1.720 0.231 1.348 6.728
beta4_pH[7,17,3] 1.118 0.609 0.351 0.973 2.480
beta4_pH[8,17,3] 0.755 0.424 0.229 0.669 1.712
beta4_pH[9,17,3] 0.930 0.539 0.275 0.797 2.174
beta4_pH[10,17,3] 0.729 0.279 0.346 0.680 1.287
beta4_pH[11,17,3] 0.686 0.248 0.350 0.645 1.193
beta4_pH[12,17,3] 0.922 0.377 0.438 0.830 1.723
beta4_pH[13,17,3] 0.744 0.263 0.378 0.703 1.281
beta4_pH[14,17,3] 1.045 0.335 0.566 0.995 1.704
beta4_pH[15,17,3] 0.890 0.265 0.536 0.841 1.439
beta4_pH[16,17,3] 0.876 0.358 0.419 0.796 1.656
beta4_pH[1,18,3] 0.688 0.287 0.304 0.634 1.287
beta4_pH[2,18,3] 0.853 0.211 0.545 0.827 1.257
beta4_pH[3,18,3] 0.914 0.267 0.517 0.875 1.462
beta4_pH[4,18,3] 0.810 0.269 0.430 0.769 1.350
beta4_pH[5,18,3] 0.658 0.539 0.085 0.492 1.996
beta4_pH[6,18,3] 1.939 1.719 0.233 1.358 6.614
beta4_pH[7,18,3] 1.104 0.618 0.352 0.947 2.498
beta4_pH[8,18,3] 0.763 0.427 0.228 0.672 1.727
beta4_pH[9,18,3] 0.911 0.537 0.274 0.769 2.185
beta4_pH[10,18,3] 0.711 0.274 0.345 0.662 1.288
beta4_pH[11,18,3] 0.688 0.244 0.351 0.649 1.185
beta4_pH[12,18,3] 0.931 0.384 0.438 0.832 1.726
beta4_pH[13,18,3] 0.748 0.272 0.381 0.697 1.297
beta4_pH[14,18,3] 1.036 0.331 0.564 0.983 1.692
beta4_pH[15,18,3] 0.932 0.270 0.536 0.897 1.445
beta4_pH[16,18,3] 0.886 0.358 0.419 0.813 1.658
beta4_pH[1,19,3] 0.703 0.284 0.303 0.656 1.284
beta4_pH[2,19,3] 0.850 0.217 0.543 0.820 1.262
beta4_pH[3,19,3] 0.921 0.269 0.515 0.880 1.470
beta4_pH[4,19,3] 0.811 0.270 0.428 0.770 1.347
beta4_pH[5,19,3] 0.646 0.537 0.085 0.470 1.976
beta4_pH[6,19,3] 1.956 1.735 0.234 1.360 6.613
beta4_pH[7,19,3] 1.106 0.622 0.345 0.951 2.492
beta4_pH[8,19,3] 0.775 0.438 0.225 0.682 1.739
beta4_pH[9,19,3] 0.918 0.540 0.279 0.768 2.180
beta4_pH[10,19,3] 0.730 0.283 0.346 0.684 1.295
beta4_pH[11,19,3] 0.691 0.250 0.350 0.651 1.190
beta4_pH[12,19,3] 0.935 0.383 0.434 0.855 1.736
beta4_pH[13,19,3] 0.758 0.271 0.380 0.716 1.298
beta4_pH[14,19,3] 1.024 0.338 0.564 0.966 1.704
beta4_pH[15,19,3] 0.938 0.269 0.540 0.903 1.448
beta4_pH[16,19,3] 0.887 0.359 0.420 0.807 1.652
beta4_pH[1,20,3] 0.693 0.283 0.304 0.644 1.285
beta4_pH[2,20,3] 0.861 0.215 0.545 0.830 1.264
beta4_pH[3,20,3] 0.953 0.263 0.527 0.918 1.473
beta4_pH[4,20,3] 0.812 0.270 0.431 0.772 1.337
beta4_pH[5,20,3] 0.650 0.546 0.085 0.460 1.966
beta4_pH[6,20,3] 1.929 1.740 0.230 1.355 6.740
beta4_pH[7,20,3] 1.101 0.615 0.352 0.943 2.469
beta4_pH[8,20,3] 0.763 0.430 0.229 0.665 1.721
beta4_pH[9,20,3] 0.940 0.547 0.272 0.794 2.186
beta4_pH[10,20,3] 0.732 0.281 0.346 0.686 1.290
beta4_pH[11,20,3] 0.685 0.244 0.351 0.643 1.184
beta4_pH[12,20,3] 0.927 0.375 0.437 0.842 1.707
beta4_pH[13,20,3] 0.750 0.270 0.381 0.700 1.301
beta4_pH[14,20,3] 1.021 0.333 0.561 0.966 1.705
beta4_pH[15,20,3] 0.923 0.266 0.541 0.891 1.438
beta4_pH[16,20,3] 0.882 0.363 0.415 0.799 1.644
beta4_pH[1,21,3] 0.694 0.284 0.304 0.646 1.286
beta4_pH[2,21,3] 0.859 0.215 0.546 0.827 1.268
beta4_pH[3,21,3] 0.915 0.264 0.523 0.882 1.465
beta4_pH[4,21,3] 0.800 0.269 0.431 0.754 1.346
beta4_pH[5,21,3] 0.652 0.543 0.085 0.461 1.987
beta4_pH[6,21,3] 1.911 1.707 0.232 1.339 6.540
beta4_pH[7,21,3] 1.098 0.615 0.344 0.941 2.495
beta4_pH[8,21,3] 0.758 0.428 0.227 0.669 1.712
beta4_pH[9,21,3] 0.934 0.545 0.275 0.786 2.178
beta4_pH[10,21,3] 0.728 0.274 0.345 0.685 1.281
beta4_pH[11,21,3] 0.689 0.247 0.352 0.647 1.187
beta4_pH[12,21,3] 0.924 0.380 0.436 0.833 1.733
beta4_pH[13,21,3] 0.751 0.268 0.378 0.702 1.291
beta4_pH[14,21,3] 1.048 0.342 0.567 0.993 1.708
beta4_pH[15,21,3] 0.907 0.260 0.538 0.870 1.438
beta4_pH[16,21,3] 0.910 0.363 0.421 0.847 1.651
beta4_pH[1,22,3] 0.688 0.282 0.304 0.637 1.278
beta4_pH[2,22,3] 0.850 0.218 0.543 0.815 1.259
beta4_pH[3,22,3] 0.878 0.265 0.512 0.830 1.467
beta4_pH[4,22,3] 0.808 0.267 0.433 0.763 1.343
beta4_pH[5,22,3] 0.657 0.538 0.085 0.486 1.963
beta4_pH[6,22,3] 1.913 1.689 0.236 1.347 6.580
beta4_pH[7,22,3] 1.089 0.606 0.347 0.928 2.501
beta4_pH[8,22,3] 0.758 0.432 0.227 0.652 1.730
beta4_pH[9,22,3] 0.933 0.546 0.279 0.783 2.190
beta4_pH[10,22,3] 0.728 0.274 0.348 0.685 1.298
beta4_pH[11,22,3] 0.690 0.249 0.350 0.650 1.189
beta4_pH[12,22,3] 0.941 0.383 0.435 0.849 1.723
beta4_pH[13,22,3] 0.760 0.270 0.382 0.718 1.294
beta4_pH[14,22,3] 1.038 0.338 0.559 0.985 1.703
beta4_pH[15,22,3] 0.915 0.269 0.538 0.868 1.442
beta4_pH[16,22,3] 0.900 0.365 0.418 0.823 1.661
beta4_pH[1,23,3] 0.699 0.287 0.308 0.647 1.285
beta4_pH[2,23,3] 0.868 0.212 0.548 0.851 1.267
beta4_pH[3,23,3] 0.936 0.267 0.525 0.900 1.468
beta4_pH[4,23,3] 0.807 0.269 0.429 0.772 1.346
beta4_pH[5,23,3] 0.651 0.539 0.084 0.479 1.975
beta4_pH[6,23,3] 1.926 1.719 0.232 1.357 6.582
beta4_pH[7,23,3] 1.099 0.617 0.351 0.942 2.497
beta4_pH[8,23,3] 0.759 0.426 0.228 0.677 1.726
beta4_pH[9,23,3] 0.919 0.537 0.277 0.783 2.175
beta4_pH[10,23,3] 0.728 0.277 0.346 0.680 1.289
beta4_pH[11,23,3] 0.693 0.246 0.352 0.653 1.186
beta4_pH[12,23,3] 0.913 0.371 0.436 0.836 1.716
beta4_pH[13,23,3] 0.744 0.269 0.377 0.689 1.292
beta4_pH[14,23,3] 1.032 0.337 0.561 0.976 1.700
beta4_pH[15,23,3] 0.902 0.266 0.537 0.855 1.443
beta4_pH[16,23,3] 0.873 0.358 0.417 0.789 1.653
beta4_pH[1,24,3] 0.692 0.283 0.307 0.645 1.284
beta4_pH[2,24,3] 0.859 0.217 0.545 0.833 1.260
beta4_pH[3,24,3] 0.923 0.264 0.521 0.885 1.469
beta4_pH[4,24,3] 0.812 0.270 0.433 0.770 1.348
beta4_pH[5,24,3] 0.655 0.547 0.084 0.475 1.989
beta4_pH[6,24,3] 1.935 1.707 0.233 1.373 6.529
beta4_pH[7,24,3] 1.097 0.613 0.344 0.934 2.499
beta4_pH[8,24,3] 0.757 0.422 0.226 0.667 1.696
beta4_pH[9,24,3] 0.927 0.549 0.273 0.782 2.202
beta4_pH[10,24,3] 0.720 0.274 0.345 0.674 1.287
beta4_pH[11,24,3] 0.679 0.245 0.351 0.629 1.190
beta4_pH[12,24,3] 0.918 0.373 0.439 0.837 1.708
beta4_pH[13,24,3] 0.744 0.266 0.377 0.695 1.295
beta4_pH[14,24,3] 1.023 0.333 0.561 0.970 1.708
beta4_pH[15,24,3] 0.946 0.269 0.539 0.925 1.451
beta4_pH[16,24,3] 0.912 0.360 0.424 0.844 1.661
beta4_pH[1,25,3] 0.693 0.283 0.310 0.647 1.278
beta4_pH[2,25,3] 0.860 0.217 0.546 0.837 1.263
beta4_pH[3,25,3] 0.983 0.270 0.533 0.959 1.477
beta4_pH[4,25,3] 0.808 0.270 0.432 0.768 1.340
beta4_pH[5,25,3] 0.649 0.539 0.085 0.473 1.957
beta4_pH[6,25,3] 1.940 1.719 0.232 1.368 6.628
beta4_pH[7,25,3] 1.111 0.620 0.347 0.956 2.484
beta4_pH[8,25,3] 0.742 0.422 0.225 0.649 1.714
beta4_pH[9,25,3] 0.921 0.539 0.276 0.776 2.161
beta4_pH[10,25,3] 0.724 0.273 0.346 0.678 1.284
beta4_pH[11,25,3] 0.670 0.244 0.349 0.620 1.186
beta4_pH[12,25,3] 0.927 0.379 0.434 0.842 1.731
beta4_pH[13,25,3] 0.768 0.269 0.381 0.731 1.293
beta4_pH[14,25,3] 1.046 0.344 0.565 0.986 1.706
beta4_pH[15,25,3] 0.923 0.266 0.542 0.882 1.439
beta4_pH[16,25,3] 0.906 0.360 0.424 0.827 1.663
beta4_pH[1,26,3] 0.694 0.287 0.307 0.644 1.284
beta4_pH[2,26,3] 0.856 0.215 0.545 0.829 1.260
beta4_pH[3,26,3] 0.922 0.265 0.518 0.884 1.461
beta4_pH[4,26,3] 0.802 0.266 0.432 0.764 1.341
beta4_pH[5,26,3] 0.667 0.541 0.085 0.497 2.002
beta4_pH[6,26,3] 1.935 1.714 0.231 1.365 6.715
beta4_pH[7,26,3] 1.112 0.623 0.348 0.944 2.516
beta4_pH[8,26,3] 0.771 0.433 0.227 0.675 1.731
beta4_pH[9,26,3] 0.944 0.541 0.279 0.806 2.183
beta4_pH[10,26,3] 0.727 0.275 0.347 0.685 1.293
beta4_pH[11,26,3] 0.703 0.242 0.355 0.666 1.186
beta4_pH[12,26,3] 0.933 0.377 0.438 0.844 1.719
beta4_pH[13,26,3] 0.773 0.271 0.382 0.734 1.303
beta4_pH[14,26,3] 1.039 0.341 0.563 0.987 1.706
beta4_pH[15,26,3] 0.942 0.268 0.542 0.912 1.447
beta4_pH[16,26,3] 0.928 0.366 0.422 0.867 1.665
beta4_pH[1,27,3] 0.691 0.279 0.309 0.645 1.290
beta4_pH[2,27,3] 0.856 0.216 0.543 0.834 1.257
beta4_pH[3,27,3] 0.976 0.266 0.537 0.956 1.482
beta4_pH[4,27,3] 0.806 0.273 0.429 0.763 1.344
beta4_pH[5,27,3] 0.671 0.551 0.085 0.485 2.014
beta4_pH[6,27,3] 1.978 1.740 0.233 1.401 6.565
beta4_pH[7,27,3] 1.104 0.620 0.349 0.943 2.517
beta4_pH[8,27,3] 0.769 0.430 0.224 0.673 1.719
beta4_pH[9,27,3] 0.924 0.550 0.277 0.761 2.177
beta4_pH[10,27,3] 0.724 0.274 0.347 0.683 1.285
beta4_pH[11,27,3] 0.701 0.244 0.353 0.661 1.186
beta4_pH[12,27,3] 0.931 0.380 0.438 0.844 1.724
beta4_pH[13,27,3] 0.787 0.269 0.382 0.755 1.294
beta4_pH[14,27,3] 1.021 0.332 0.561 0.966 1.688
beta4_pH[15,27,3] 0.956 0.272 0.542 0.931 1.451
beta4_pH[16,27,3] 0.938 0.368 0.425 0.873 1.665
beta4_pH[1,28,3] 0.694 0.284 0.306 0.648 1.286
beta4_pH[2,28,3] 0.855 0.215 0.545 0.822 1.260
beta4_pH[3,28,3] 0.800 0.239 0.507 0.749 1.396
beta4_pH[4,28,3] 0.806 0.269 0.431 0.767 1.344
beta4_pH[5,28,3] 0.662 0.556 0.086 0.482 2.015
beta4_pH[6,28,3] 1.953 1.736 0.236 1.355 6.682
beta4_pH[7,28,3] 1.087 0.606 0.349 0.937 2.496
beta4_pH[8,28,3] 0.767 0.434 0.225 0.662 1.737
beta4_pH[9,28,3] 0.927 0.544 0.275 0.793 2.141
beta4_pH[10,28,3] 0.721 0.279 0.346 0.672 1.299
beta4_pH[11,28,3] 0.691 0.245 0.353 0.646 1.192
beta4_pH[12,28,3] 0.931 0.379 0.438 0.853 1.738
beta4_pH[13,28,3] 0.731 0.265 0.377 0.682 1.288
beta4_pH[14,28,3] 1.032 0.338 0.562 0.984 1.707
beta4_pH[15,28,3] 0.859 0.253 0.535 0.803 1.412
beta4_pH[16,28,3] 0.879 0.359 0.419 0.798 1.649
beta4_pH[1,29,3] 0.689 0.284 0.307 0.643 1.287
beta4_pH[2,29,3] 0.862 0.216 0.547 0.840 1.262
beta4_pH[3,29,3] 0.927 0.269 0.518 0.886 1.469
beta4_pH[4,29,3] 0.803 0.270 0.431 0.759 1.347
beta4_pH[5,29,3] 0.663 0.551 0.083 0.474 1.977
beta4_pH[6,29,3] 1.887 1.700 0.225 1.315 6.650
beta4_pH[7,29,3] 1.103 0.627 0.350 0.939 2.502
beta4_pH[8,29,3] 0.772 0.435 0.225 0.671 1.739
beta4_pH[9,29,3] 0.922 0.532 0.277 0.785 2.170
beta4_pH[10,29,3] 0.728 0.276 0.345 0.685 1.284
beta4_pH[11,29,3] 0.696 0.243 0.355 0.652 1.183
beta4_pH[12,29,3] 0.933 0.386 0.436 0.838 1.739
beta4_pH[13,29,3] 0.771 0.271 0.382 0.734 1.295
beta4_pH[14,29,3] 1.030 0.338 0.566 0.973 1.690
beta4_pH[15,29,3] 0.944 0.268 0.543 0.916 1.448
beta4_pH[16,29,3] 0.898 0.361 0.420 0.826 1.646
beta4_pH[1,30,3] 0.696 0.283 0.309 0.650 1.283
beta4_pH[2,30,3] 0.858 0.214 0.544 0.835 1.259
beta4_pH[3,30,3] 0.905 0.266 0.518 0.858 1.461
beta4_pH[4,30,3] 0.812 0.269 0.432 0.770 1.338
beta4_pH[5,30,3] 0.638 0.529 0.083 0.476 1.994
beta4_pH[6,30,3] 1.964 1.766 0.235 1.354 6.723
beta4_pH[7,30,3] 1.107 0.621 0.350 0.952 2.492
beta4_pH[8,30,3] 0.757 0.428 0.226 0.659 1.739
beta4_pH[9,30,3] 0.901 0.534 0.270 0.757 2.184
beta4_pH[10,30,3] 0.721 0.275 0.345 0.679 1.279
beta4_pH[11,30,3] 0.685 0.242 0.353 0.648 1.185
beta4_pH[12,30,3] 0.921 0.380 0.433 0.834 1.730
beta4_pH[13,30,3] 0.771 0.269 0.386 0.735 1.301
beta4_pH[14,30,3] 1.032 0.333 0.562 0.969 1.697
beta4_pH[15,30,3] 0.900 0.257 0.537 0.866 1.432
beta4_pH[16,30,3] 0.861 0.354 0.418 0.771 1.643
beta4_pH[1,31,3] 0.692 0.283 0.308 0.646 1.277
beta4_pH[2,31,3] 0.855 0.215 0.545 0.820 1.260
beta4_pH[3,31,3] 0.888 0.268 0.517 0.838 1.467
beta4_pH[4,31,3] 0.808 0.275 0.430 0.760 1.348
beta4_pH[5,31,3] 0.646 0.541 0.084 0.473 1.967
beta4_pH[6,31,3] 1.917 1.711 0.232 1.362 6.701
beta4_pH[7,31,3] 1.099 0.610 0.346 0.962 2.493
beta4_pH[8,31,3] 0.775 0.437 0.225 0.682 1.728
beta4_pH[9,31,3] 0.931 0.548 0.271 0.781 2.195
beta4_pH[10,31,3] 0.722 0.276 0.347 0.675 1.282
beta4_pH[11,31,3] 0.685 0.242 0.352 0.641 1.179
beta4_pH[12,31,3] 0.922 0.375 0.439 0.837 1.732
beta4_pH[13,31,3] 0.698 0.255 0.378 0.639 1.267
beta4_pH[14,31,3] 1.039 0.337 0.560 0.989 1.703
beta4_pH[15,31,3] 0.891 0.258 0.537 0.848 1.426
beta4_pH[16,31,3] 0.879 0.355 0.418 0.800 1.646
beta4_pH[1,32,3] 0.694 0.284 0.304 0.649 1.273
beta4_pH[2,32,3] 0.844 0.212 0.543 0.813 1.258
beta4_pH[3,32,3] 0.876 0.258 0.515 0.833 1.455
beta4_pH[4,32,3] 0.814 0.272 0.431 0.775 1.349
beta4_pH[5,32,3] 0.666 0.548 0.085 0.488 1.997
beta4_pH[6,32,3] 1.904 1.717 0.234 1.342 6.636
beta4_pH[7,32,3] 1.095 0.614 0.347 0.946 2.491
beta4_pH[8,32,3] 0.751 0.427 0.227 0.646 1.711
beta4_pH[9,32,3] 0.926 0.543 0.274 0.785 2.189
beta4_pH[10,32,3] 0.724 0.279 0.345 0.679 1.289
beta4_pH[11,32,3] 0.660 0.240 0.348 0.614 1.182
beta4_pH[12,32,3] 0.910 0.372 0.439 0.825 1.724
beta4_pH[13,32,3] 0.744 0.262 0.380 0.702 1.291
beta4_pH[14,32,3] 1.023 0.341 0.561 0.966 1.705
beta4_pH[15,32,3] 0.856 0.246 0.534 0.808 1.407
beta4_pH[16,32,3] 0.883 0.360 0.416 0.806 1.643
beta4_pH[1,33,3] 0.688 0.282 0.305 0.635 1.282
beta4_pH[2,33,3] 0.834 0.212 0.541 0.798 1.251
beta4_pH[3,33,3] 0.868 0.248 0.515 0.826 1.428
beta4_pH[4,33,3] 0.810 0.272 0.430 0.765 1.340
beta4_pH[5,33,3] 0.652 0.545 0.085 0.471 2.003
beta4_pH[6,33,3] 1.861 1.684 0.225 1.310 6.593
beta4_pH[7,33,3] 1.109 0.609 0.347 0.966 2.475
beta4_pH[8,33,3] 0.761 0.427 0.227 0.669 1.734
beta4_pH[9,33,3] 0.930 0.542 0.273 0.790 2.174
beta4_pH[10,33,3] 0.727 0.276 0.345 0.678 1.292
beta4_pH[11,33,3] 0.661 0.240 0.349 0.605 1.184
beta4_pH[12,33,3] 0.905 0.371 0.438 0.819 1.710
beta4_pH[13,33,3] 0.708 0.257 0.379 0.651 1.271
beta4_pH[14,33,3] 1.030 0.339 0.561 0.971 1.707
beta4_pH[15,33,3] 0.849 0.242 0.534 0.791 1.389
beta4_pH[16,33,3] 0.842 0.344 0.418 0.752 1.635
beta4_pH[1,34,3] 0.695 0.281 0.306 0.651 1.290
beta4_pH[2,34,3] 0.837 0.214 0.543 0.799 1.258
beta4_pH[3,34,3] 0.872 0.256 0.514 0.825 1.439
beta4_pH[4,34,3] 0.807 0.269 0.430 0.764 1.349
beta4_pH[5,34,3] 0.651 0.544 0.082 0.466 2.008
beta4_pH[6,34,3] 1.856 1.705 0.231 1.310 6.688
beta4_pH[7,34,3] 1.101 0.614 0.346 0.950 2.490
beta4_pH[8,34,3] 0.753 0.429 0.229 0.648 1.733
beta4_pH[9,34,3] 0.926 0.538 0.273 0.784 2.168
beta4_pH[10,34,3] 0.731 0.281 0.347 0.686 1.283
beta4_pH[11,34,3] 0.663 0.240 0.350 0.612 1.181
beta4_pH[12,34,3] 0.897 0.377 0.434 0.797 1.721
beta4_pH[13,34,3] 0.732 0.258 0.384 0.682 1.286
beta4_pH[14,34,3] 1.025 0.335 0.562 0.975 1.683
beta4_pH[15,34,3] 0.887 0.253 0.536 0.847 1.423
beta4_pH[16,34,3] 0.842 0.344 0.418 0.758 1.623
beta4_pH[1,35,3] 0.414 0.144 0.203 0.391 0.745
beta4_pH[2,35,3] 0.780 0.085 0.622 0.777 0.960
beta4_pH[3,35,3] 1.030 0.158 0.754 1.020 1.376
beta4_pH[4,35,3] 0.592 0.221 0.274 0.552 1.146
beta4_pH[5,35,3] 0.126 0.095 0.027 0.100 0.352
beta4_pH[6,35,3] 0.746 0.648 0.124 0.561 2.456
beta4_pH[7,35,3] 2.327 1.877 0.451 1.770 7.604
beta4_pH[8,35,3] 0.510 0.254 0.177 0.456 1.182
beta4_pH[9,35,3] 0.599 0.529 0.100 0.457 1.962
beta4_pH[10,35,3] 0.639 0.137 0.412 0.625 0.950
beta4_pH[11,35,3] 0.754 0.195 0.442 0.728 1.197
beta4_pH[12,35,3] 1.419 0.973 0.364 1.174 3.962
beta4_pH[13,35,3] 0.724 0.107 0.537 0.716 0.948
beta4_pH[14,35,3] 0.809 0.263 0.400 0.770 1.428
beta4_pH[15,35,3] 0.886 0.122 0.683 0.877 1.148
beta4_pH[16,35,3] 0.578 0.253 0.240 0.530 1.197
beta4_pH[1,36,3] 0.913 0.202 0.581 0.892 1.378
beta4_pH[2,36,3] 0.862 0.112 0.664 0.852 1.105
beta4_pH[3,36,3] 0.883 0.151 0.634 0.868 1.220
beta4_pH[4,36,3] 0.754 0.236 0.394 0.718 1.309
beta4_pH[5,36,3] 0.670 0.789 0.066 0.425 2.749
beta4_pH[6,36,3] 5.713 4.224 0.775 4.577 16.984
beta4_pH[7,36,3] 1.145 0.643 0.354 0.998 2.814
beta4_pH[8,36,3] 0.920 0.390 0.385 0.853 1.858
beta4_pH[9,36,3] 0.533 0.405 0.116 0.426 1.518
beta4_pH[10,36,3] 0.457 0.125 0.261 0.439 0.747
beta4_pH[11,36,3] 0.557 0.107 0.377 0.548 0.786
beta4_pH[12,36,3] 0.833 0.463 0.265 0.728 1.999
beta4_pH[13,36,3] 0.785 0.123 0.566 0.778 1.048
beta4_pH[14,36,3] 1.203 0.451 0.570 1.127 2.321
beta4_pH[15,36,3] 0.963 0.134 0.725 0.954 1.252
beta4_pH[16,36,3] 0.963 0.363 0.432 0.900 1.839
beta4_pH[1,37,3] 0.766 0.178 0.475 0.744 1.186
beta4_pH[2,37,3] 0.772 0.086 0.619 0.768 0.951
beta4_pH[3,37,3] 0.930 0.136 0.698 0.918 1.224
beta4_pH[4,37,3] 0.745 0.227 0.406 0.712 1.272
beta4_pH[5,37,3] 1.057 1.147 0.125 0.706 4.115
beta4_pH[6,37,3] 2.039 1.996 0.251 1.397 7.824
beta4_pH[7,37,3] 1.207 0.819 0.304 1.006 3.228
beta4_pH[8,37,3] 0.967 0.404 0.410 0.894 1.939
beta4_pH[9,37,3] 1.791 1.828 0.202 1.209 6.806
beta4_pH[10,37,3] 0.770 0.153 0.510 0.756 1.120
beta4_pH[11,37,3] 0.834 0.170 0.548 0.820 1.216
beta4_pH[12,37,3] 0.798 0.523 0.214 0.665 2.178
beta4_pH[13,37,3] 0.610 0.090 0.454 0.603 0.804
beta4_pH[14,37,3] 0.980 0.352 0.468 0.918 1.823
beta4_pH[15,37,3] 0.705 0.101 0.526 0.697 0.924
beta4_pH[16,37,3] 0.607 0.183 0.326 0.581 1.051
beta4_pH[1,38,3] 0.736 0.154 0.481 0.721 1.079
beta4_pH[2,38,3] 0.711 0.084 0.565 0.706 0.890
beta4_pH[3,38,3] 0.890 0.151 0.620 0.881 1.214
beta4_pH[4,38,3] 0.898 0.241 0.515 0.866 1.459
beta4_pH[5,38,3] 0.500 0.399 0.096 0.392 1.512
beta4_pH[6,38,3] 1.740 2.030 0.136 1.066 7.659
beta4_pH[7,38,3] 0.503 0.296 0.147 0.437 1.246
beta4_pH[8,38,3] 0.771 0.310 0.324 0.716 1.530
beta4_pH[9,38,3] 1.561 1.110 0.371 1.276 4.396
beta4_pH[10,38,3] 0.724 0.163 0.454 0.704 1.088
beta4_pH[11,38,3] 0.518 0.131 0.312 0.501 0.823
beta4_pH[12,38,3] 0.717 0.491 0.196 0.584 1.936
beta4_pH[13,38,3] 0.896 0.174 0.600 0.881 1.289
beta4_pH[14,38,3] 1.106 0.431 0.485 1.034 2.165
beta4_pH[15,38,3] 0.847 0.094 0.680 0.842 1.039
beta4_pH[16,38,3] 0.879 0.358 0.372 0.814 1.724
beta4_pH[1,39,3] 0.702 0.141 0.468 0.688 1.009
beta4_pH[2,39,3] 0.864 0.104 0.667 0.858 1.078
beta4_pH[3,39,3] 0.847 0.116 0.643 0.839 1.098
beta4_pH[4,39,3] 0.843 0.282 0.438 0.798 1.548
beta4_pH[5,39,3] 1.080 1.147 0.113 0.723 4.254
beta4_pH[6,39,3] 0.465 0.632 0.039 0.274 2.095
beta4_pH[7,39,3] 1.914 1.716 0.324 1.408 6.390
beta4_pH[8,39,3] 1.415 0.818 0.452 1.219 3.535
beta4_pH[9,39,3] 2.020 1.695 0.371 1.532 6.512
beta4_pH[10,39,3] 0.760 0.203 0.440 0.732 1.217
beta4_pH[11,39,3] 0.683 0.170 0.409 0.663 1.084
beta4_pH[12,39,3] 0.776 0.451 0.228 0.662 1.942
beta4_pH[13,39,3] 0.713 0.116 0.508 0.704 0.964
beta4_pH[14,39,3] 0.953 0.358 0.430 0.889 1.806
beta4_pH[15,39,3] 1.003 0.106 0.809 0.999 1.224
beta4_pH[16,39,3] 0.861 0.347 0.379 0.794 1.698
beta4_pH[1,40,3] 0.769 0.132 0.546 0.760 1.060
beta4_pH[2,40,3] 0.759 0.084 0.608 0.755 0.940
beta4_pH[3,40,3] 0.943 0.140 0.702 0.935 1.249
beta4_pH[4,40,3] 0.889 0.215 0.537 0.862 1.397
beta4_pH[5,40,3] 0.314 0.220 0.074 0.255 0.892
beta4_pH[6,40,3] 1.992 2.040 0.219 1.346 8.011
beta4_pH[7,40,3] 1.516 1.315 0.256 1.128 5.111
beta4_pH[8,40,3] 0.358 0.274 0.069 0.286 1.067
beta4_pH[9,40,3] 0.517 0.526 0.073 0.364 1.900
beta4_pH[10,40,3] 0.923 0.249 0.526 0.891 1.496
beta4_pH[11,40,3] 0.457 0.108 0.283 0.445 0.702
beta4_pH[12,40,3] 0.660 0.407 0.192 0.568 1.699
beta4_pH[13,40,3] 0.779 0.122 0.567 0.767 1.056
beta4_pH[14,40,3] 0.741 0.249 0.371 0.700 1.334
beta4_pH[15,40,3] 0.847 0.096 0.673 0.841 1.047
beta4_pH[16,40,3] 1.219 0.489 0.508 1.136 2.399
beta4_pH[1,41,3] 0.616 0.134 0.398 0.604 0.921
beta4_pH[2,41,3] 0.787 0.102 0.605 0.782 1.001
beta4_pH[3,41,3] 0.886 0.140 0.647 0.874 1.198
beta4_pH[4,41,3] 0.868 0.378 0.359 0.798 1.774
beta4_pH[5,41,3] 1.398 0.776 0.445 1.217 3.421
beta4_pH[6,41,3] 2.972 2.979 0.317 1.975 11.778
beta4_pH[7,41,3] 0.818 0.481 0.244 0.707 2.117
beta4_pH[8,41,3] 1.196 0.742 0.354 1.020 3.120
beta4_pH[9,41,3] 0.535 0.610 0.059 0.355 2.266
beta4_pH[10,41,3] 0.779 0.180 0.495 0.757 1.208
beta4_pH[11,41,3] 0.857 0.242 0.479 0.820 1.429
beta4_pH[12,41,3] 0.950 0.455 0.352 0.858 2.124
beta4_pH[13,41,3] 0.692 0.108 0.502 0.683 0.926
beta4_pH[14,41,3] 1.108 0.343 0.587 1.058 1.906
beta4_pH[15,41,3] 0.789 0.099 0.613 0.782 1.001
beta4_pH[16,41,3] 0.998 0.451 0.382 0.913 2.129
beta4_pH[1,42,3] 0.668 0.139 0.442 0.651 0.973
beta4_pH[2,42,3] 0.784 0.097 0.612 0.778 0.995
beta4_pH[3,42,3] 0.800 0.150 0.547 0.785 1.127
beta4_pH[4,42,3] 0.965 0.312 0.511 0.917 1.683
beta4_pH[5,42,3] 1.477 1.670 0.154 0.952 5.998
beta4_pH[6,42,3] 0.329 0.258 0.064 0.261 1.031
beta4_pH[7,42,3] 0.994 0.663 0.275 0.827 2.648
beta4_pH[8,42,3] 0.772 0.345 0.305 0.704 1.627
beta4_pH[9,42,3] 0.768 0.561 0.174 0.619 2.205
beta4_pH[10,42,3] 0.912 0.204 0.571 0.891 1.363
beta4_pH[11,42,3] 0.650 0.148 0.410 0.635 0.990
beta4_pH[12,42,3] 0.848 0.401 0.330 0.769 1.818
beta4_pH[13,42,3] 0.519 0.165 0.272 0.490 0.897
beta4_pH[14,42,3] 0.905 0.321 0.447 0.848 1.677
beta4_pH[15,42,3] 0.927 0.095 0.753 0.923 1.129
beta4_pH[16,42,3] 0.577 0.206 0.281 0.538 1.056
beta4_pH[1,43,3] 0.802 0.197 0.486 0.779 1.251
beta4_pH[2,43,3] 0.754 0.082 0.607 0.750 0.924
beta4_pH[3,43,3] 0.658 0.094 0.493 0.652 0.859
beta4_pH[4,43,3] 0.844 0.285 0.418 0.798 1.512
beta4_pH[5,43,3] 1.579 0.737 0.608 1.433 3.425
beta4_pH[6,43,3] 1.140 0.900 0.232 0.885 3.582
beta4_pH[7,43,3] 0.729 0.640 0.135 0.544 2.416
beta4_pH[8,43,3] 0.638 0.278 0.253 0.590 1.297
beta4_pH[9,43,3] 1.161 1.118 0.184 0.846 3.873
beta4_pH[10,43,3] 0.684 0.146 0.439 0.670 1.001
beta4_pH[11,43,3] 0.644 0.135 0.423 0.632 0.942
beta4_pH[12,43,3] 0.784 0.391 0.280 0.706 1.799
beta4_pH[13,43,3] 0.592 0.123 0.391 0.580 0.871
beta4_pH[14,43,3] 1.101 0.349 0.581 1.045 1.922
beta4_pH[15,43,3] 0.848 0.101 0.662 0.844 1.064
beta4_pH[16,43,3] 1.233 0.453 0.563 1.160 2.312
beta4_pH[1,44,3] 0.612 0.162 0.358 0.589 0.985
beta4_pH[2,44,3] 0.704 0.078 0.565 0.700 0.866
beta4_pH[3,44,3] 0.630 0.099 0.459 0.623 0.850
beta4_pH[4,44,3] 0.839 0.207 0.504 0.813 1.323
beta4_pH[5,44,3] 1.205 0.580 0.440 1.097 2.686
beta4_pH[6,44,3] 1.263 1.466 0.121 0.805 5.314
beta4_pH[7,44,3] 1.150 0.637 0.352 1.009 2.741
beta4_pH[8,44,3] 0.444 0.287 0.120 0.368 1.225
beta4_pH[9,44,3] 1.001 0.916 0.172 0.726 3.496
beta4_pH[10,44,3] 0.629 0.154 0.389 0.610 0.988
beta4_pH[11,44,3] 0.355 0.118 0.173 0.337 0.633
beta4_pH[12,44,3] 0.600 0.309 0.205 0.536 1.388
beta4_pH[13,44,3] 0.541 0.098 0.373 0.533 0.757
beta4_pH[14,44,3] 0.687 0.179 0.409 0.660 1.093
beta4_pH[15,44,3] 0.646 0.085 0.493 0.640 0.826
beta4_pH[16,44,3] 0.439 0.197 0.176 0.399 0.958
beta4_pH[1,45,3] 0.796 0.195 0.485 0.770 1.247
beta4_pH[2,45,3] 0.707 0.089 0.550 0.700 0.895
beta4_pH[3,45,3] 0.755 0.139 0.513 0.742 1.064
beta4_pH[4,45,3] 0.757 0.195 0.444 0.730 1.205
beta4_pH[5,45,3] 0.995 1.162 0.102 0.622 4.108
beta4_pH[6,45,3] 1.219 1.191 0.187 0.863 4.371
beta4_pH[7,45,3] 0.693 0.583 0.129 0.526 2.266
beta4_pH[8,45,3] 1.193 0.533 0.466 1.085 2.510
beta4_pH[9,45,3] 0.103 0.122 0.010 0.066 0.416
beta4_pH[10,45,3] 0.859 0.207 0.526 0.833 1.322
beta4_pH[11,45,3] 0.469 0.102 0.296 0.458 0.700
beta4_pH[12,45,3] 0.787 0.366 0.300 0.719 1.726
beta4_pH[13,45,3] 0.461 0.076 0.329 0.456 0.622
beta4_pH[14,45,3] 0.748 0.175 0.461 0.730 1.132
beta4_pH[15,45,3] 0.509 0.069 0.387 0.505 0.657
beta4_pH[16,45,3] 0.261 0.159 0.073 0.223 0.662
beta4_pH[1,46,3] 0.794 0.162 0.522 0.777 1.145
beta4_pH[2,46,3] 0.677 0.095 0.504 0.671 0.885
beta4_pH[3,46,3] 0.776 0.117 0.576 0.766 1.037
beta4_pH[4,46,3] 0.875 0.323 0.415 0.816 1.623
beta4_pH[5,46,3] 1.085 0.596 0.359 0.938 2.613
beta4_pH[6,46,3] 1.497 1.787 0.117 0.904 6.728
beta4_pH[7,46,3] 1.718 1.316 0.347 1.347 5.226
beta4_pH[8,46,3] 1.072 0.481 0.418 0.991 2.260
beta4_pH[9,46,3] 1.650 1.619 0.213 1.138 6.146
beta4_pH[10,46,3] 0.665 0.172 0.383 0.650 1.059
beta4_pH[11,46,3] 0.701 0.158 0.443 0.682 1.052
beta4_pH[12,46,3] 1.111 0.536 0.391 1.006 2.459
beta4_pH[13,46,3] 0.594 0.181 0.315 0.565 1.023
beta4_pH[14,46,3] 0.982 0.352 0.474 0.926 1.841
beta4_pH[15,46,3] 0.617 0.074 0.484 0.612 0.773
beta4_pH[16,46,3] 0.600 0.247 0.257 0.555 1.206
beta4_pH[1,47,3] 0.621 0.140 0.384 0.609 0.933
beta4_pH[2,47,3] 0.765 0.114 0.569 0.755 1.020
beta4_pH[3,47,3] 0.771 0.115 0.564 0.763 1.018
beta4_pH[4,47,3] 0.557 0.226 0.237 0.513 1.103
beta4_pH[5,47,3] 0.121 0.099 0.026 0.095 0.365
beta4_pH[6,47,3] 0.184 0.129 0.043 0.149 0.502
beta4_pH[7,47,3] 0.467 0.441 0.078 0.349 1.551
beta4_pH[8,47,3] 0.847 0.562 0.209 0.703 2.394
beta4_pH[9,47,3] 0.467 0.613 0.043 0.293 1.870
beta4_pH[10,47,3] 0.839 0.267 0.431 0.803 1.475
beta4_pH[11,47,3] 0.582 0.116 0.386 0.571 0.831
beta4_pH[12,47,3] 1.446 0.735 0.469 1.300 3.253
beta4_pH[13,47,3] 0.686 0.119 0.481 0.676 0.941
beta4_pH[14,47,3] 0.867 0.319 0.402 0.812 1.659
beta4_pH[15,47,3] 0.706 0.115 0.505 0.697 0.958
beta4_pH[16,47,3] 0.790 0.321 0.345 0.732 1.560
beta0_pelagic[1] 2.251 0.138 1.975 2.253 2.517
beta0_pelagic[2] 1.472 0.136 1.203 1.474 1.735
beta0_pelagic[3] 0.195 0.298 -0.462 0.221 0.683
beta0_pelagic[4] 0.116 0.432 -1.027 0.185 0.774
beta0_pelagic[5] 1.431 0.212 1.023 1.431 1.854
beta0_pelagic[6] 1.372 0.156 1.067 1.372 1.686
beta0_pelagic[7] 1.512 0.146 1.227 1.510 1.800
beta0_pelagic[8] 1.739 0.144 1.457 1.741 2.020
beta0_pelagic[9] 2.643 0.167 2.326 2.639 2.975
beta0_pelagic[10] 2.534 0.138 2.258 2.535 2.800
beta0_pelagic[11] -0.324 0.276 -0.904 -0.321 0.210
beta0_pelagic[12] 1.713 0.142 1.431 1.711 1.997
beta0_pelagic[13] 0.209 0.330 -0.698 0.276 0.666
beta0_pelagic[14] -0.339 0.306 -1.068 -0.309 0.168
beta0_pelagic[15] -0.262 0.163 -0.601 -0.256 0.033
beta0_pelagic[16] -0.310 0.264 -0.856 -0.304 0.202
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.679 0.351 0.077 0.647 1.558
beta1_pelagic[4] 1.010 0.448 0.260 0.947 2.169
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.432 0.359 0.728 1.424 2.177
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 0.913 0.534 0.038 0.826 2.228
beta1_pelagic[14] 1.698 0.507 0.899 1.616 2.855
beta1_pelagic[15] 0.119 0.146 0.011 0.056 0.540
beta1_pelagic[16] 1.369 0.393 0.681 1.331 2.263
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.749 5.914 0.177 5.336 21.304
beta2_pelagic[4] 6.669 6.009 0.260 4.998 21.429
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.240 1.704 0.293 1.776 6.628
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.817 1.775 0.124 1.153 6.323
beta2_pelagic[14] 1.207 1.351 0.179 0.681 5.169
beta2_pelagic[15] 2.474 1.863 0.080 2.106 6.859
beta2_pelagic[16] 1.835 1.627 0.205 1.269 6.075
beta3_pelagic[1] 29.076 6.345 18.660 29.204 39.411
beta3_pelagic[2] 28.990 6.387 18.516 28.889 39.527
beta3_pelagic[3] 28.005 3.579 21.910 28.068 35.812
beta3_pelagic[4] 25.053 2.338 20.672 25.264 30.002
beta3_pelagic[5] 28.959 6.333 18.561 28.929 39.386
beta3_pelagic[6] 29.177 6.411 18.477 29.293 39.456
beta3_pelagic[7] 29.090 6.350 18.528 29.351 39.426
beta3_pelagic[8] 28.942 6.394 18.560 29.128 39.364
beta3_pelagic[9] 29.009 6.261 18.632 28.990 39.498
beta3_pelagic[10] 28.893 6.374 18.519 29.027 39.434
beta3_pelagic[11] 29.749 1.264 27.272 29.753 32.402
beta3_pelagic[12] 29.009 6.218 18.727 28.970 39.445
beta3_pelagic[13] 34.491 4.373 22.214 35.492 39.801
beta3_pelagic[14] 33.871 2.053 30.164 33.759 38.400
beta3_pelagic[15] 29.931 6.609 18.629 30.610 39.680
beta3_pelagic[16] 31.511 1.833 28.694 31.152 36.259
beta0_yellow[1] -0.514 0.159 -0.821 -0.517 -0.193
beta0_yellow[2] 0.565 0.209 0.149 0.582 0.890
beta0_yellow[3] -0.143 0.206 -0.557 -0.144 0.242
beta0_yellow[4] 0.952 0.296 0.160 0.997 1.349
beta0_yellow[5] 0.419 0.339 -0.353 0.467 0.963
beta0_yellow[6] 0.810 0.164 0.484 0.809 1.130
beta0_yellow[7] 0.919 0.167 0.594 0.917 1.260
beta0_yellow[8] 0.966 0.165 0.655 0.960 1.301
beta0_yellow[9] 0.564 0.170 0.223 0.567 0.878
beta0_yellow[10] 0.690 0.141 0.402 0.691 0.964
beta0_yellow[11] 0.206 0.173 -0.124 0.206 0.543
beta0_yellow[12] -1.117 0.177 -1.465 -1.121 -0.767
beta0_yellow[13] -0.845 0.175 -1.190 -0.847 -0.496
beta0_yellow[14] 0.016 0.175 -0.321 0.017 0.369
beta0_yellow[15] -0.785 0.167 -1.105 -0.784 -0.452
beta0_yellow[16] -0.239 0.175 -0.578 -0.236 0.097
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.038 0.445 0.491 0.988 2.178
beta1_yellow[3] 0.420 0.281 0.015 0.417 0.961
beta1_yellow[4] 1.237 0.658 0.482 1.101 3.410
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.276 5.727 -20.935 -6.132 -0.178
beta2_yellow[3] -7.939 6.231 -22.708 -6.428 -0.363
beta2_yellow[4] -6.090 5.653 -19.917 -4.634 -0.118
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.000 1.890 25.460 28.768 32.885
beta3_yellow[3] 32.178 4.006 21.223 32.506 39.758
beta3_yellow[4] 28.672 3.251 22.551 27.759 35.841
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.007 0.150 -0.299 -0.009 0.284
beta0_black[2] 1.894 0.137 1.615 1.897 2.163
beta0_black[3] 1.374 0.140 1.103 1.373 1.652
beta0_black[4] 2.488 0.141 2.221 2.488 2.767
beta0_black[5] 4.566 2.166 1.734 4.096 10.362
beta0_black[6] 4.453 2.075 2.038 3.936 10.101
beta0_black[7] 3.245 1.817 1.265 2.769 8.418
beta0_black[8] 0.900 0.233 0.455 0.894 1.377
beta0_black[9] 2.577 0.255 2.093 2.572 3.080
beta0_black[10] 1.375 0.138 1.107 1.374 1.646
beta0_black[11] 3.472 0.170 3.139 3.475 3.796
beta0_black[12] 4.848 0.194 4.451 4.850 5.219
beta0_black[13] 0.248 0.187 0.010 0.207 0.710
beta0_black[14] 2.988 0.174 2.656 2.989 3.331
beta0_black[15] 1.408 0.173 1.065 1.410 1.738
beta0_black[16] 4.254 0.177 3.912 4.251 4.604
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.424 1.624 -6.621 -1.976 -0.473
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.958 0.928 36.851 39.122 40.286
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.256 0.201 -0.648 -0.255 0.141
beta4_black[2] 0.265 0.193 -0.106 0.264 0.637
beta4_black[3] -1.008 0.191 -1.383 -1.005 -0.637
beta4_black[4] 0.494 0.223 0.042 0.495 0.931
beta4_black[5] 0.718 1.524 -1.285 0.413 4.413
beta4_black[6] 0.855 1.513 -0.910 0.525 4.518
beta4_black[7] 0.682 1.575 -1.032 0.409 4.034
beta4_black[8] -0.217 0.317 -0.862 -0.216 0.388
beta4_black[9] 0.954 0.850 -0.218 0.776 3.104
beta4_black[10] 0.055 0.187 -0.311 0.057 0.413
beta4_black[11] -0.721 0.233 -1.172 -0.717 -0.259
beta4_black[12] 0.413 0.341 -0.245 0.409 1.100
beta4_black[13] -1.344 0.222 -1.779 -1.344 -0.901
beta4_black[14] -0.120 0.252 -0.617 -0.118 0.357
beta4_black[15] -0.938 0.233 -1.397 -0.941 -0.479
beta4_black[16] -0.607 0.249 -1.098 -0.609 -0.125
beta0_dsr[11] 1.897 0.172 1.551 1.896 2.228
beta0_dsr[12] 4.976 0.266 4.459 4.978 5.499
beta0_dsr[13] 1.515 0.172 1.180 1.514 1.865
beta0_dsr[14] 2.622 0.182 2.262 2.624 2.965
beta0_dsr[15] 1.336 0.167 1.005 1.337 1.661
beta0_dsr[16] 2.837 0.179 2.473 2.839 3.192
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.661 0.238 0.196 0.663 1.128
beta4_dsr[12] 0.004 0.730 -1.298 -0.038 1.537
beta4_dsr[13] -0.321 0.233 -0.764 -0.324 0.149
beta4_dsr[14] 0.041 0.293 -0.516 0.038 0.618
beta4_dsr[15] 0.825 0.228 0.391 0.823 1.277
beta4_dsr[16] 0.076 0.259 -0.426 0.076 0.587
beta0_slope[11] -1.824 0.170 -2.153 -1.826 -1.489
beta0_slope[12] -4.748 0.254 -5.262 -4.746 -4.261
beta0_slope[13] -1.261 0.172 -1.593 -1.260 -0.927
beta0_slope[14] -2.625 0.183 -2.982 -2.624 -2.267
beta0_slope[15] -1.260 0.173 -1.605 -1.260 -0.923
beta0_slope[16] -2.679 0.178 -3.025 -2.684 -2.328
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.807 0.232 -1.255 -0.805 -0.359
beta4_slope[12] -1.614 0.601 -2.888 -1.579 -0.515
beta4_slope[13] 0.069 0.224 -0.352 0.064 0.516
beta4_slope[14] -0.008 0.271 -0.523 -0.013 0.529
beta4_slope[15] -0.886 0.231 -1.351 -0.891 -0.440
beta4_slope[16] -0.240 0.242 -0.708 -0.243 0.221
beta5_slope[11] 2.673 0.289 2.105 2.672 3.228
beta5_slope[12] -0.200 0.474 -1.125 -0.195 0.684
beta5_slope[13] 1.235 0.283 0.686 1.232 1.791
beta5_slope[14] 4.049 0.512 3.065 4.036 5.074
beta5_slope[15] 1.738 0.282 1.197 1.739 2.279
beta5_slope[16] 2.678 0.345 2.005 2.671 3.345
sigma_H[1] 0.222 0.054 0.130 0.218 0.342
sigma_H[2] 0.168 0.029 0.118 0.166 0.235
sigma_H[3] 0.194 0.041 0.122 0.191 0.281
sigma_H[4] 0.418 0.078 0.291 0.409 0.592
sigma_H[5] 1.048 0.205 0.684 1.036 1.484
sigma_H[6] 0.408 0.193 0.051 0.406 0.806
sigma_H[7] 0.308 0.066 0.204 0.300 0.464
sigma_H[8] 0.409 0.087 0.255 0.403 0.593
sigma_H[9] 0.525 0.126 0.330 0.508 0.815
sigma_H[10] 0.212 0.041 0.143 0.208 0.302
sigma_H[11] 0.275 0.046 0.197 0.270 0.376
sigma_H[12] 0.439 0.166 0.208 0.417 0.777
sigma_H[13] 0.221 0.037 0.157 0.218 0.303
sigma_H[14] 0.514 0.092 0.357 0.508 0.711
sigma_H[15] 0.244 0.040 0.177 0.240 0.333
sigma_H[16] 0.228 0.043 0.157 0.222 0.328
lambda_H[1] 2.689 3.416 0.138 1.555 12.014
lambda_H[2] 6.693 6.328 0.677 4.758 23.591
lambda_H[3] 6.351 9.430 0.289 3.115 33.961
lambda_H[4] 0.006 0.004 0.001 0.005 0.018
lambda_H[5] 3.716 8.640 0.035 0.928 27.321
lambda_H[6] 7.343 14.814 0.008 0.633 49.229
lambda_H[7] 0.013 0.009 0.002 0.010 0.036
lambda_H[8] 8.140 10.191 0.138 4.620 36.588
lambda_H[9] 0.015 0.010 0.003 0.013 0.042
lambda_H[10] 0.290 0.491 0.033 0.197 1.047
lambda_H[11] 0.271 0.576 0.012 0.129 1.201
lambda_H[12] 4.500 5.768 0.189 2.556 20.757
lambda_H[13] 3.272 2.940 0.240 2.453 11.694
lambda_H[14] 3.401 4.514 0.213 1.970 15.764
lambda_H[15] 0.029 0.184 0.003 0.017 0.100
lambda_H[16] 1.296 1.807 0.077 0.767 5.537
mu_lambda_H[1] 4.297 1.854 1.217 4.140 8.353
mu_lambda_H[2] 3.855 1.990 0.620 3.653 8.070
mu_lambda_H[3] 3.454 1.858 0.729 3.163 7.670
sigma_lambda_H[1] 8.491 4.217 1.994 7.845 18.023
sigma_lambda_H[2] 8.454 4.795 1.059 7.775 18.438
sigma_lambda_H[3] 6.036 3.886 0.942 5.163 15.526
beta_H[1,1] 6.889 1.095 4.169 7.064 8.615
beta_H[2,1] 9.849 0.538 8.671 9.879 10.840
beta_H[3,1] 7.979 0.780 6.112 8.076 9.248
beta_H[4,1] 9.191 7.743 -6.401 9.375 23.922
beta_H[5,1] 0.206 2.374 -4.930 0.429 4.236
beta_H[6,1] 3.094 3.951 -6.496 4.487 7.850
beta_H[7,1] 0.759 5.633 -11.312 1.110 10.740
beta_H[8,1] 1.280 3.271 -2.384 1.261 3.540
beta_H[9,1] 13.009 5.754 1.480 13.028 24.394
beta_H[10,1] 7.008 1.720 3.560 7.019 10.355
beta_H[11,1] 5.188 3.454 -2.734 6.030 9.976
beta_H[12,1] 2.663 1.079 0.801 2.594 5.063
beta_H[13,1] 9.048 0.892 6.997 9.120 10.529
beta_H[14,1] 2.182 1.056 0.023 2.217 4.282
beta_H[15,1] -6.007 3.780 -12.679 -6.198 2.109
beta_H[16,1] 3.082 2.169 -0.600 2.908 8.038
beta_H[1,2] 7.879 0.256 7.338 7.893 8.353
beta_H[2,2] 9.996 0.144 9.714 9.996 10.280
beta_H[3,2] 8.936 0.192 8.559 8.937 9.324
beta_H[4,2] 3.600 1.437 0.910 3.542 6.584
beta_H[5,2] 2.077 0.977 0.079 2.105 3.932
beta_H[6,2] 5.775 1.066 3.288 5.957 7.440
beta_H[7,2] 2.635 1.077 0.642 2.557 4.910
beta_H[8,2] 3.036 0.989 1.467 3.145 4.309
beta_H[9,2] 3.516 1.116 1.429 3.495 5.705
beta_H[10,2] 8.180 0.340 7.492 8.196 8.820
beta_H[11,2] 9.771 0.627 8.838 9.654 11.167
beta_H[12,2] 3.964 0.375 3.282 3.943 4.759
beta_H[13,2] 9.106 0.250 8.646 9.098 9.605
beta_H[14,2] 4.016 0.355 3.323 4.015 4.709
beta_H[15,2] 11.345 0.682 9.902 11.377 12.593
beta_H[16,2] 4.667 0.770 3.130 4.679 6.192
beta_H[1,3] 8.417 0.260 7.947 8.403 8.955
beta_H[2,3] 10.024 0.129 9.770 10.026 10.284
beta_H[3,3] 9.612 0.160 9.305 9.610 9.952
beta_H[4,3] -2.530 0.873 -4.222 -2.526 -0.827
beta_H[5,3] 3.988 0.615 2.698 4.010 5.148
beta_H[6,3] 8.170 1.203 6.533 7.792 10.711
beta_H[7,3] -2.738 0.662 -4.019 -2.726 -1.460
beta_H[8,3] 5.255 0.473 4.667 5.195 6.132
beta_H[9,3] -2.859 0.742 -4.338 -2.861 -1.416
beta_H[10,3] 8.662 0.277 8.129 8.667 9.210
beta_H[11,3] 8.567 0.285 7.935 8.596 9.068
beta_H[12,3] 5.247 0.335 4.452 5.293 5.775
beta_H[13,3] 8.811 0.176 8.448 8.818 9.149
beta_H[14,3] 5.696 0.277 5.098 5.712 6.193
beta_H[15,3] 10.365 0.314 9.746 10.361 10.997
beta_H[16,3] 6.661 0.462 5.635 6.705 7.451
beta_H[1,4] 8.167 0.190 7.767 8.179 8.502
beta_H[2,4] 10.043 0.131 9.765 10.051 10.283
beta_H[3,4] 10.095 0.157 9.755 10.107 10.372
beta_H[4,4] 11.779 0.447 10.905 11.775 12.638
beta_H[5,4] 5.671 0.750 4.488 5.569 7.394
beta_H[6,4] 7.122 0.929 5.029 7.423 8.380
beta_H[7,4] 8.299 0.353 7.577 8.304 8.963
beta_H[8,4] 6.744 0.250 6.293 6.751 7.170
beta_H[9,4] 7.204 0.476 6.292 7.201 8.190
beta_H[10,4] 7.697 0.228 7.279 7.692 8.177
beta_H[11,4] 9.411 0.201 8.996 9.413 9.807
beta_H[12,4] 7.164 0.218 6.769 7.158 7.631
beta_H[13,4] 9.002 0.139 8.723 9.006 9.268
beta_H[14,4] 7.703 0.220 7.282 7.703 8.143
beta_H[15,4] 9.466 0.232 9.007 9.466 9.934
beta_H[16,4] 9.258 0.202 8.882 9.247 9.681
beta_H[1,5] 8.963 0.147 8.656 8.964 9.249
beta_H[2,5] 10.766 0.098 10.584 10.762 10.975
beta_H[3,5] 10.898 0.168 10.597 10.888 11.247
beta_H[4,5] 8.395 0.465 7.512 8.386 9.329
beta_H[5,5] 5.498 0.581 4.068 5.568 6.424
beta_H[6,5] 8.981 0.647 8.073 8.817 10.471
beta_H[7,5] 6.771 0.353 6.103 6.762 7.494
beta_H[8,5] 8.246 0.212 7.880 8.237 8.663
beta_H[9,5] 8.203 0.482 7.253 8.199 9.129
beta_H[10,5] 10.087 0.220 9.639 10.092 10.512
beta_H[11,5] 11.543 0.227 11.091 11.545 11.975
beta_H[12,5] 8.514 0.202 8.117 8.510 8.920
beta_H[13,5] 10.006 0.128 9.753 10.005 10.264
beta_H[14,5] 9.194 0.234 8.777 9.177 9.675
beta_H[15,5] 11.170 0.244 10.679 11.174 11.636
beta_H[16,5] 9.949 0.162 9.618 9.953 10.259
beta_H[1,6] 10.226 0.193 9.887 10.213 10.640
beta_H[2,6] 11.535 0.111 11.313 11.535 11.755
beta_H[3,6] 10.801 0.161 10.456 10.812 11.092
beta_H[4,6] 12.848 0.810 11.193 12.859 14.453
beta_H[5,6] 5.982 0.602 4.840 5.968 7.222
beta_H[6,6] 8.841 0.675 7.033 8.979 9.786
beta_H[7,6] 9.881 0.581 8.706 9.883 10.999
beta_H[8,6] 9.537 0.262 9.038 9.553 9.974
beta_H[9,6] 8.485 0.794 6.974 8.485 10.074
beta_H[10,6] 9.492 0.306 8.819 9.512 10.050
beta_H[11,6] 10.811 0.347 10.092 10.835 11.439
beta_H[12,6] 9.381 0.248 8.905 9.378 9.894
beta_H[13,6] 11.027 0.161 10.727 11.019 11.378
beta_H[14,6] 9.826 0.301 9.236 9.826 10.401
beta_H[15,6] 10.820 0.414 10.016 10.829 11.630
beta_H[16,6] 10.521 0.217 10.050 10.535 10.906
beta_H[1,7] 10.918 0.920 8.787 11.041 12.352
beta_H[2,7] 12.255 0.473 11.278 12.262 13.192
beta_H[3,7] 10.540 0.669 9.050 10.620 11.631
beta_H[4,7] 2.576 4.141 -5.376 2.585 10.810
beta_H[5,7] 6.543 1.898 3.007 6.496 10.733
beta_H[6,7] 9.629 2.469 4.687 9.609 15.832
beta_H[7,7] 10.503 2.879 4.955 10.459 16.248
beta_H[8,7] 10.931 0.950 9.388 10.881 12.733
beta_H[9,7] 4.422 4.020 -3.638 4.429 12.320
beta_H[10,7] 9.787 1.443 7.082 9.742 12.918
beta_H[11,7] 11.018 1.702 7.858 10.918 14.815
beta_H[12,7] 9.963 0.925 7.910 10.029 11.526
beta_H[13,7] 11.589 0.777 9.716 11.681 12.792
beta_H[14,7] 10.429 0.974 8.398 10.467 12.139
beta_H[15,7] 11.950 2.169 7.749 11.925 16.248
beta_H[16,7] 12.025 1.139 10.287 11.836 14.664
beta0_H[1] 8.647 14.039 -19.783 8.838 36.011
beta0_H[2] 10.912 7.249 -4.043 10.827 25.397
beta0_H[3] 9.805 10.280 -11.357 9.850 29.880
beta0_H[4] 8.119 182.325 -359.062 9.364 363.146
beta0_H[5] 3.947 26.390 -44.782 4.303 54.098
beta0_H[6] 6.396 50.046 -108.122 7.865 115.351
beta0_H[7] 3.717 137.389 -269.510 3.531 275.062
beta0_H[8] 7.239 24.130 -15.808 6.450 29.096
beta0_H[9] 6.211 121.219 -240.144 6.145 259.925
beta0_H[10] 9.370 32.531 -57.765 8.601 76.916
beta0_H[11] 8.673 47.780 -90.546 9.925 109.736
beta0_H[12] 6.495 11.810 -17.204 6.584 29.744
beta0_H[13] 9.642 11.133 -12.766 9.747 31.120
beta0_H[14] 7.340 11.801 -17.167 7.237 30.842
beta0_H[15] 10.776 107.744 -199.906 8.815 236.834
beta0_H[16] 8.449 19.128 -28.056 7.825 50.966